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ORCIDBibTeX records: Sanjiv Kumar
@article{DBLP:journals/corr/abs-2401-09603,
author = {Sadeep Jayasumana and
Srikumar Ramalingam and
Andreas Veit and
Daniel Glasner and
Ayan Chakrabarti and
Sanjiv Kumar},
title = {Rethinking {FID:} Towards a Better Evaluation Metric for Image Generation},
journal = {CoRR},
volume = {abs/2401.09603},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.09603},
doi = {10.48550/ARXIV.2401.09603},
eprinttype = {arXiv},
eprint = {2401.09603},
timestamp = {Fri, 02 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-09603.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-13160,
author = {Ke Ye and
Heinrich Jiang and
Afshin Rostamizadeh and
Ayan Chakrabarti and
Giulia DeSalvo and
Jean{-}Fran{\c{c}}ois Kagy and
Lazaros Karydas and
Gui Citovsky and
Sanjiv Kumar},
title = {SpacTor-T5: Pre-training {T5} Models with Span Corruption and Replaced
Token Detection},
journal = {CoRR},
volume = {abs/2401.13160},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.13160},
doi = {10.48550/ARXIV.2401.13160},
eprinttype = {arXiv},
eprint = {2401.13160},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-13160.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-05913,
author = {Abhishek Panigrahi and
Nikunj Saunshi and
Kaifeng Lyu and
Sobhan Miryoosefi and
Sashank J. Reddi and
Satyen Kale and
Sanjiv Kumar},
title = {Efficient Stagewise Pretraining via Progressive Subnetworks},
journal = {CoRR},
volume = {abs/2402.05913},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.05913},
doi = {10.48550/ARXIV.2402.05913},
eprinttype = {arXiv},
eprint = {2402.05913},
timestamp = {Wed, 14 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-05913.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-08644,
author = {Aishwarya P. S and
Pranav Ajit Nair and
Yashas Samaga and
Toby Boyd and
Sanjiv Kumar and
Prateek Jain and
Praneeth Netrapalli},
title = {Tandem Transformers for Inference Efficient LLMs},
journal = {CoRR},
volume = {abs/2402.08644},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.08644},
doi = {10.48550/ARXIV.2402.08644},
eprinttype = {arXiv},
eprint = {2402.08644},
timestamp = {Mon, 19 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-08644.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-09360,
author = {Yashas Samaga and
Varun Yerram and
Chong You and
Srinadh Bhojanapalli and
Sanjiv Kumar and
Prateek Jain and
Praneeth Netrapalli},
title = {HiRE: High Recall Approximate Top-k Estimation for Efficient {LLM}
Inference},
journal = {CoRR},
volume = {abs/2402.09360},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.09360},
doi = {10.48550/ARXIV.2402.09360},
eprinttype = {arXiv},
eprint = {2402.09360},
timestamp = {Tue, 20 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-09360.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-04182,
author = {Michal Lukasik and
Harikrishna Narasimhan and
Aditya Krishna Menon and
Felix X. Yu and
Sanjiv Kumar},
title = {Metric-aware {LLM} inference},
journal = {CoRR},
volume = {abs/2403.04182},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.04182},
doi = {10.48550/ARXIV.2403.04182},
eprinttype = {arXiv},
eprint = {2403.04182},
timestamp = {Wed, 03 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-04182.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-00774,
author = {Philip Sun and
David Simcha and
Dave Dopson and
Ruiqi Guo and
Sanjiv Kumar},
title = {{SOAR:} Improved Indexing for Approximate Nearest Neighbor Search},
journal = {CoRR},
volume = {abs/2404.00774},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.00774},
doi = {10.48550/ARXIV.2404.00774},
eprinttype = {arXiv},
eprint = {2404.00774},
timestamp = {Wed, 08 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-00774.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/LiRZWLVYK23,
author = {Daliang Li and
Ankit Singh Rawat and
Manzil Zaheer and
Xin Wang and
Michal Lukasik and
Andreas Veit and
Felix X. Yu and
Sanjiv Kumar},
editor = {Anna Rogers and
Jordan L. Boyd{-}Graber and
Naoaki Okazaki},
title = {Large Language Models with Controllable Working Memory},
booktitle = {Findings of the Association for Computational Linguistics: {ACL} 2023,
Toronto, Canada, July 9-14, 2023},
pages = {1774--1793},
publisher = {Association for Computational Linguistics},
year = {2023},
url = {https://doi.org/10.18653/v1/2023.findings-acl.112},
doi = {10.18653/V1/2023.FINDINGS-ACL.112},
timestamp = {Thu, 10 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl/LiRZWLVYK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/CitovskyDKRRW23,
author = {Gui Citovsky and
Giulia DeSalvo and
Sanjiv Kumar and
Srikumar Ramalingam and
Afshin Rostamizadeh and
Yunjuan Wang},
title = {Leveraging Importance Weights in Subset Selection},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=9Nj\_gNdvqYf},
timestamp = {Fri, 30 Jun 2023 14:38:38 +0200},
biburl = {https://dblp.org/rec/conf/iclr/CitovskyDKRRW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HarutyunyanRMKK23,
author = {Hrayr Harutyunyan and
Ankit Singh Rawat and
Aditya Krishna Menon and
Seungyeon Kim and
Sanjiv Kumar},
title = {Supervision Complexity and its Role in Knowledge Distillation},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=8jU7wy7N7mA},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/HarutyunyanRMKK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LiYBLRRYCYGK23,
author = {Zonglin Li and
Chong You and
Srinadh Bhojanapalli and
Daliang Li and
Ankit Singh Rawat and
Sashank J. Reddi and
Ke Ye and
Felix Chern and
Felix X. Yu and
Ruiqi Guo and
Sanjiv Kumar},
title = {The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in
Transformers},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=TJ2nxciYCk-},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/LiYBLRRYCYGK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SiYRHK23,
author = {Si Si and
Felix X. Yu and
Ankit Singh Rawat and
Cho{-}Jui Hsieh and
Sanjiv Kumar},
title = {Serving Graph Compression for Graph Neural Networks},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=T-qVtA3pAxG},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/SiYRHK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SunGK23,
author = {Philip Sun and
Ruiqi Guo and
Sanjiv Kumar},
title = {Automating Nearest Neighbor Search Configuration with Constrained
Optimization},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=KfptQCEKVW4},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/SunGK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZaheerRKYJVFK23,
author = {Manzil Zaheer and
Ankit Singh Rawat and
Seungyeon Kim and
Chong You and
Himanshu Jain and
Andreas Veit and
Rob Fergus and
Sanjiv Kumar},
title = {Teacher Guided Training: An Efficient Framework for Knowledge Transfer},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=GVSf7Z7DbYL},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ZaheerRKYJVFK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ReddiMKKKKK23,
author = {Sashank J. Reddi and
Sobhan Miryoosefi and
Stefani Karp and
Shankar Krishnan and
Satyen Kale and
Seungyeon Kim and
Sanjiv Kumar},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Efficient Training of Language Models using Few-Shot Learning},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {14553--14568},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/j-reddi23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/ReddiMKKKKK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/MLKDR23,
author = {Guna Shekar M. and
Wonjun Lee and
Sanjiv Kumar and
Yanan Duan and
Imtiaz Rangwala},
title = {A Framework for Developing the Next Generation Interactive Soil Moisture
Forecasting System Using the Long-Short Term Memory Model},
booktitle = {International Conference on Machine Learning and Applications, {ICMLA}
2023, Jacksonville, FL, USA, December 15-17, 2023},
pages = {1986--1993},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICMLA58977.2023.00300},
doi = {10.1109/ICMLA58977.2023.00300},
timestamp = {Tue, 02 Apr 2024 21:06:13 +0200},
biburl = {https://dblp.org/rec/conf/icmla/MLKDR23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/JitkrittumGMNRK23,
author = {Wittawat Jitkrittum and
Neha Gupta and
Aditya Krishna Menon and
Harikrishna Narasimhan and
Ankit Singh Rawat and
Sanjiv Kumar},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {When Does Confidence-Based Cascade Deferral Suffice?},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/1f09e1ee5035a4c3fe38a5681cae5815-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/JitkrittumGMNRK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/NagarajanMBMK23,
author = {Vaishnavh Nagarajan and
Aditya Krishna Menon and
Srinadh Bhojanapalli and
Hossein Mobahi and
Sanjiv Kumar},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {On student-teacher deviations in distillation: does it pay to disobey?},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/12d286282e1be5431ea05262a21f415c-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/NagarajanMBMK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SunSDGK23,
author = {Philip Sun and
David Simcha and
Dave Dopson and
Ruiqi Guo and
Sanjiv Kumar},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {{SOAR:} Improved Indexing for Approximate Nearest Neighbor Search},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/0973524e02a712af33325d0688ae6f49-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SunSDGK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YangLNLRZMK23,
author = {Zitong Yang and
Michal Lukasik and
Vaishnavh Nagarajan and
Zonglin Li and
Ankit Singh Rawat and
Manzil Zaheer and
Aditya Krishna Menon and
Sanjiv Kumar},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {ResMem: Learn what you can and memorize the rest},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/bf0857cb9a41c73639f028a80301cdf0-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YangLNLRZMK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-01702,
author = {Philip Sun and
Ruiqi Guo and
Sanjiv Kumar},
title = {Automating Nearest Neighbor Search Configuration with Constrained
Optimization},
journal = {CoRR},
volume = {abs/2301.01702},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.01702},
doi = {10.48550/ARXIV.2301.01702},
eprinttype = {arXiv},
eprint = {2301.01702},
timestamp = {Tue, 10 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-01702.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12005,
author = {Seungyeon Kim and
Ankit Singh Rawat and
Manzil Zaheer and
Sadeep Jayasumana and
Veeranjaneyulu Sadhanala and
Wittawat Jitkrittum and
Aditya Krishna Menon and
Rob Fergus and
Sanjiv Kumar},
title = {EmbedDistill: {A} Geometric Knowledge Distillation for Information
Retrieval},
journal = {CoRR},
volume = {abs/2301.12005},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12005},
doi = {10.48550/ARXIV.2301.12005},
eprinttype = {arXiv},
eprint = {2301.12005},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12005.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12052,
author = {Gui Citovsky and
Giulia DeSalvo and
Sanjiv Kumar and
Srikumar Ramalingam and
Afshin Rostamizadeh and
Yunjuan Wang},
title = {Leveraging Importance Weights in Subset Selection},
journal = {CoRR},
volume = {abs/2301.12052},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12052},
doi = {10.48550/ARXIV.2301.12052},
eprinttype = {arXiv},
eprint = {2301.12052},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12052.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12245,
author = {Hrayr Harutyunyan and
Ankit Singh Rawat and
Aditya Krishna Menon and
Seungyeon Kim and
Sanjiv Kumar},
title = {Supervision Complexity and its Role in Knowledge Distillation},
journal = {CoRR},
volume = {abs/2301.12245},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12245},
doi = {10.48550/ARXIV.2301.12245},
eprinttype = {arXiv},
eprint = {2301.12245},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12245.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12386,
author = {Harikrishna Narasimhan and
Aditya Krishna Menon and
Wittawat Jitkrittum and
Sanjiv Kumar},
title = {Learning to reject meets {OOD} detection: Are all abstentions created
equal?},
journal = {CoRR},
volume = {abs/2301.12386},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12386},
doi = {10.48550/ARXIV.2301.12386},
eprinttype = {arXiv},
eprint = {2301.12386},
timestamp = {Wed, 01 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12386.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12923,
author = {Vaishnavh Nagarajan and
Aditya Krishna Menon and
Srinadh Bhojanapalli and
Hossein Mobahi and
Sanjiv Kumar},
title = {On student-teacher deviations in distillation: does it pay to disobey?},
journal = {CoRR},
volume = {abs/2301.12923},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12923},
doi = {10.48550/ARXIV.2301.12923},
eprinttype = {arXiv},
eprint = {2301.12923},
timestamp = {Wed, 01 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12923.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-01576,
author = {Zitong Yang and
Michal Lukasik and
Vaishnavh Nagarajan and
Zonglin Li and
Ankit Singh Rawat and
Manzil Zaheer and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {ResMem: Learn what you can and memorize the rest},
journal = {CoRR},
volume = {abs/2302.01576},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.01576},
doi = {10.48550/ARXIV.2302.01576},
eprinttype = {arXiv},
eprint = {2302.01576},
timestamp = {Thu, 09 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-01576.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-07810,
author = {Samy Jelassi and
Boris Hanin and
Ziwei Ji and
Sashank J. Reddi and
Srinadh Bhojanapalli and
Sanjiv Kumar},
title = {Depth Dependence of {\(\mu\)}P Learning Rates in ReLU MLPs},
journal = {CoRR},
volume = {abs/2305.07810},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.07810},
doi = {10.48550/ARXIV.2305.07810},
eprinttype = {arXiv},
eprint = {2305.07810},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-07810.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-02764,
author = {Wittawat Jitkrittum and
Neha Gupta and
Aditya Krishna Menon and
Harikrishna Narasimhan and
Ankit Singh Rawat and
Sanjiv Kumar},
title = {When Does Confidence-Based Cascade Deferral Suffice?},
journal = {CoRR},
volume = {abs/2307.02764},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.02764},
doi = {10.48550/ARXIV.2307.02764},
eprinttype = {arXiv},
eprint = {2307.02764},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-02764.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-10997,
author = {Sadeep Jayasumana and
Daniel Glasner and
Srikumar Ramalingam and
Andreas Veit and
Ayan Chakrabarti and
Sanjiv Kumar},
title = {{SPEGTI:} Structured Prediction for Efficient Generative Text-to-Image
Models},
journal = {CoRR},
volume = {abs/2308.10997},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.10997},
doi = {10.48550/ARXIV.2308.10997},
eprinttype = {arXiv},
eprint = {2308.10997},
timestamp = {Wed, 30 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-10997.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-02226,
author = {Sachin Goyal and
Ziwei Ji and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar and
Vaishnavh Nagarajan},
title = {Think before you speak: Training Language Models With Pause Tokens},
journal = {CoRR},
volume = {abs/2310.02226},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.02226},
doi = {10.48550/ARXIV.2310.02226},
eprinttype = {arXiv},
eprint = {2310.02226},
timestamp = {Thu, 19 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-02226.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-04418,
author = {Shanda Li and
Chong You and
Guru Guruganesh and
Joshua Ainslie and
Santiago Onta{\~{n}}{\'{o}}n and
Manzil Zaheer and
Sumit Sanghai and
Yiming Yang and
Sanjiv Kumar and
Srinadh Bhojanapalli},
title = {Functional Interpolation for Relative Positions Improves Long Context
Transformers},
journal = {CoRR},
volume = {abs/2310.04418},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.04418},
doi = {10.48550/ARXIV.2310.04418},
eprinttype = {arXiv},
eprint = {2310.04418},
timestamp = {Fri, 20 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-04418.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-05337,
author = {Michal Lukasik and
Vaishnavh Nagarajan and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {What do larger image classifiers memorise?},
journal = {CoRR},
volume = {abs/2310.05337},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.05337},
doi = {10.48550/ARXIV.2310.05337},
eprinttype = {arXiv},
eprint = {2310.05337},
timestamp = {Fri, 20 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-05337.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-08461,
author = {Yongchao Zhou and
Kaifeng Lyu and
Ankit Singh Rawat and
Aditya Krishna Menon and
Afshin Rostamizadeh and
Sanjiv Kumar and
Jean{-}Fran{\c{c}}ois Kagy and
Rishabh Agarwal},
title = {DistillSpec: Improving Speculative Decoding via Knowledge Distillation},
journal = {CoRR},
volume = {abs/2310.08461},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.08461},
doi = {10.48550/ARXIV.2310.08461},
eprinttype = {arXiv},
eprint = {2310.08461},
timestamp = {Wed, 25 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-08461.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-09250,
author = {Lin Chen and
Michal Lukasik and
Wittawat Jitkrittum and
Chong You and
Sanjiv Kumar},
title = {It's an Alignment, Not a Trade-off: Revisiting Bias and Variance in
Deep Models},
journal = {CoRR},
volume = {abs/2310.09250},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.09250},
doi = {10.48550/ARXIV.2310.09250},
eprinttype = {arXiv},
eprint = {2310.09250},
timestamp = {Wed, 25 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-09250.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-10003,
author = {Renat Aksitov and
Sobhan Miryoosefi and
Zonglin Li and
Daliang Li and
Sheila Babayan and
Kavya Kopparapu and
Zachary Fisher and
Ruiqi Guo and
Sushant Prakash and
Pranesh Srinivasan and
Manzil Zaheer and
Felix X. Yu and
Sanjiv Kumar},
title = {ReST meets ReAct: Self-Improvement for Multi-Step Reasoning {LLM}
Agent},
journal = {CoRR},
volume = {abs/2312.10003},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.10003},
doi = {10.48550/ARXIV.2312.10003},
eprinttype = {arXiv},
eprint = {2312.10003},
timestamp = {Mon, 15 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-10003.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-10602,
author = {Srikumar Ramalingam and
Pranjal Awasthi and
Sanjiv Kumar},
title = {A Weighted K-Center Algorithm for Data Subset Selection},
journal = {CoRR},
volume = {abs/2312.10602},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.10602},
doi = {10.48550/ARXIV.2312.10602},
eprinttype = {arXiv},
eprint = {2312.10602},
timestamp = {Tue, 16 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-10602.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/LukasikBMK22,
author = {Michal Lukasik and
Srinadh Bhojanapalli and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Teacher's pet: understanding and mitigating biases in distillation},
journal = {Trans. Mach. Learn. Res.},
volume = {2022},
year = {2022},
url = {https://openreview.net/forum?id=ph3AYXpwEb},
timestamp = {Fri, 19 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/LukasikBMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icccnt/GautamSK22,
author = {Gautam Gautam and
Neeraj Sharma and
Sanjiv Kumar},
title = {Radio over {FSO} System for 5G Wireless Communication},
booktitle = {13th International Conference on Computing Communication and Networking
Technologies, {ICCCNT} 2022, Kharagpur, India, October 3-5, 2022},
pages = {1--6},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ICCCNT54827.2022.9984578},
doi = {10.1109/ICCCNT54827.2022.9984578},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icccnt/GautamSK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/0005BZRK22,
author = {Zhiyuan Li and
Srinadh Bhojanapalli and
Manzil Zaheer and
Sashank J. Reddi and
Sanjiv Kumar},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Robust Training of Neural Networks Using Scale Invariant Architectures},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {12656--12684},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/li22b.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/0005BZRK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MenonJRKRK22,
author = {Aditya Krishna Menon and
Sadeep Jayasumana and
Ankit Singh Rawat and
Seungyeon Kim and
Sashank J. Reddi and
Sanjiv Kumar},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {In defense of dual-encoders for neural ranking},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {15376--15400},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/menon22a.html},
timestamp = {Tue, 12 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/MenonJRKRK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChernHDGMK22,
author = {Felix Chern and
Blake Hechtman and
Andy Davis and
Ruiqi Guo and
David Majnemer and
Sanjiv Kumar},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {{TPU-KNN:} {K} Nearest Neighbor Search at Peak FLOP/s},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/639d992f819c2b40387d4d5170b8ffd7-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ChernHDGMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiGK22,
author = {Zonglin Li and
Ruiqi Guo and
Sanjiv Kumar},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Decoupled Context Processing for Context Augmented Language Modeling},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/882d801fb1017f955547d5a816ade0fc-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LiGK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/NarasimhanJMRK22,
author = {Harikrishna Narasimhan and
Wittawat Jitkrittum and
Aditya Krishna Menon and
Ankit Singh Rawat and
Sanjiv Kumar},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Post-hoc estimators for learning to defer to an expert},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/bc8f76d9caadd48f77025b1c889d2e2d-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/NarasimhanJMRK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-00980,
author = {Zhiyuan Li and
Srinadh Bhojanapalli and
Manzil Zaheer and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Robust Training of Neural Networks using Scale Invariant Architectures},
journal = {CoRR},
volume = {abs/2202.00980},
year = {2022},
url = {https://arxiv.org/abs/2202.00980},
eprinttype = {arXiv},
eprint = {2202.00980},
timestamp = {Wed, 09 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-00980.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-07652,
author = {Taman Narayan and
Heinrich Jiang and
Sen Zhao and
Sanjiv Kumar},
title = {Predicting on the Edge: Identifying Where a Larger Model Does Better},
journal = {CoRR},
volume = {abs/2202.07652},
year = {2022},
url = {https://arxiv.org/abs/2202.07652},
eprinttype = {arXiv},
eprint = {2202.07652},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-07652.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-13208,
author = {Wittawat Jitkrittum and
Aditya Krishna Menon and
Ankit Singh Rawat and
Sanjiv Kumar},
title = {{ELM:} Embedding and Logit Margins for Long-Tail Learning},
journal = {CoRR},
volume = {abs/2204.13208},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.13208},
doi = {10.48550/ARXIV.2204.13208},
eprinttype = {arXiv},
eprint = {2204.13208},
timestamp = {Mon, 02 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-13208.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-14286,
author = {Felix Chern and
Blake Hechtman and
Andy Davis and
Ruiqi Guo and
David Majnemer and
Sanjiv Kumar},
title = {{TPU-KNN:} {K} Nearest Neighbor Search at Peak FLOP/s},
journal = {CoRR},
volume = {abs/2206.14286},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.14286},
doi = {10.48550/ARXIV.2206.14286},
eprinttype = {arXiv},
eprint = {2206.14286},
timestamp = {Mon, 04 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-14286.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-06825,
author = {Manzil Zaheer and
Ankit Singh Rawat and
Seungyeon Kim and
Chong You and
Himanshu Jain and
Andreas Veit and
Rob Fergus and
Sanjiv Kumar},
title = {Teacher Guided Training: An Efficient Framework for Knowledge Transfer},
journal = {CoRR},
volume = {abs/2208.06825},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.06825},
doi = {10.48550/ARXIV.2208.06825},
eprinttype = {arXiv},
eprint = {2208.06825},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-06825.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-05758,
author = {Zonglin Li and
Ruiqi Guo and
Sanjiv Kumar},
title = {Decoupled Context Processing for Context Augmented Language Modeling},
journal = {CoRR},
volume = {abs/2210.05758},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.05758},
doi = {10.48550/ARXIV.2210.05758},
eprinttype = {arXiv},
eprint = {2210.05758},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-05758.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-06313,
author = {Zonglin Li and
Chong You and
Srinadh Bhojanapalli and
Daliang Li and
Ankit Singh Rawat and
Sashank J. Reddi and
Ke Ye and
Felix Chern and
Felix X. Yu and
Ruiqi Guo and
Sanjiv Kumar},
title = {Large Models are Parsimonious Learners: Activation Sparsity in Trained
Transformers},
journal = {CoRR},
volume = {abs/2210.06313},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.06313},
doi = {10.48550/ARXIV.2210.06313},
eprinttype = {arXiv},
eprint = {2210.06313},
timestamp = {Thu, 04 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-06313.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-16413,
author = {Arslan Chaudhry and
Aditya Krishna Menon and
Andreas Veit and
Sadeep Jayasumana and
Srikumar Ramalingam and
Sanjiv Kumar},
title = {When does mixup promote local linearity in learned representations?},
journal = {CoRR},
volume = {abs/2210.16413},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.16413},
doi = {10.48550/ARXIV.2210.16413},
eprinttype = {arXiv},
eprint = {2210.16413},
timestamp = {Wed, 02 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-16413.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-00635,
author = {Yihan Wang and
Si Si and
Daliang Li and
Michal Lukasik and
Felix X. Yu and
Cho{-}Jui Hsieh and
Inderjit S. Dhillon and
Sanjiv Kumar},
title = {Preserving In-Context Learning ability in Large Language Model Fine-tuning},
journal = {CoRR},
volume = {abs/2211.00635},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.00635},
doi = {10.48550/ARXIV.2211.00635},
eprinttype = {arXiv},
eprint = {2211.00635},
timestamp = {Fri, 04 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-00635.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-05110,
author = {Daliang Li and
Ankit Singh Rawat and
Manzil Zaheer and
Xin Wang and
Michal Lukasik and
Andreas Veit and
Felix X. Yu and
Sanjiv Kumar},
title = {Large Language Models with Controllable Working Memory},
journal = {CoRR},
volume = {abs/2211.05110},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.05110},
doi = {10.48550/ARXIV.2211.05110},
eprinttype = {arXiv},
eprint = {2211.05110},
timestamp = {Wed, 28 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-05110.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/wpc/VermaSK21,
author = {Ankita Verma and
Savita and
Sanjiv Kumar},
title = {Routing Protocols in Delay Tolerant Networks: Comparative and Empirical
Analysis},
journal = {Wirel. Pers. Commun.},
volume = {118},
number = {1},
pages = {551--574},
year = {2021},
url = {https://doi.org/10.1007/s11277-020-08032-4},
doi = {10.1007/S11277-020-08032-4},
timestamp = {Thu, 29 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/wpc/VermaSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ReddiPMRYKVK21,
author = {Sashank J. Reddi and
Rama Kumar Pasumarthi and
Aditya Krishna Menon and
Ankit Singh Rawat and
Felix X. Yu and
Seungyeon Kim and
Andreas Veit and
Sanjiv Kumar},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {RankDistil: Knowledge Distillation for Ranking},
booktitle = {The 24th International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2021, April 13-15, 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {2368--2376},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/reddi21a.html},
timestamp = {Wed, 14 Apr 2021 16:51:37 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ReddiPMRYKVK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HsiehYLRKKH21,
author = {Cheng{-}Yu Hsieh and
Chih{-}Kuan Yeh and
Xuanqing Liu and
Pradeep Kumar Ravikumar and
Seungyeon Kim and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {Evaluations and Methods for Explanation through Robustness Analysis},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=4dXmpCDGNp7},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/HsiehYLRKKH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MenonJRJVK21,
author = {Aditya Krishna Menon and
Sadeep Jayasumana and
Ankit Singh Rawat and
Himanshu Jain and
Andreas Veit and
Sanjiv Kumar},
title = {Long-tail learning via logit adjustment},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=37nvvqkCo5},
timestamp = {Wed, 23 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MenonJRJVK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MenonRK21,
author = {Aditya Krishna Menon and
Ankit Singh Rawat and
Sanjiv Kumar},
title = {Overparameterisation and worst-case generalisation: friend or foe?},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=jphnJNOwe36},
timestamp = {Wed, 23 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MenonRK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ReddiCZGRKKM21,
author = {Sashank J. Reddi and
Zachary Charles and
Manzil Zaheer and
Zachary Garrett and
Keith Rush and
Jakub Kone{\v{c}}n{\'y} and
Sanjiv Kumar and
Hugh Brendan McMahan},
title = {Adaptive Federated Optimization},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=LkFG3lB13U5},
timestamp = {Wed, 23 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ReddiCZGRKKM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZhangMVBKS21,
author = {Jingzhao Zhang and
Aditya Krishna Menon and
Andreas Veit and
Srinadh Bhojanapalli and
Sanjiv Kumar and
Suvrit Sra},
title = {Coping with Label Shift via Distributionally Robust Optimisation},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=BtZhsSGNRNi},
timestamp = {Wed, 23 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ZhangMVBKS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MenonRRKK21,
author = {Aditya Krishna Menon and
Ankit Singh Rawat and
Sashank J. Reddi and
Seungyeon Kim and
Sanjiv Kumar},
editor = {Marina Meila and
Tong Zhang},
title = {A statistical perspective on distillation},
booktitle = {Proceedings of the 38th International Conference on Machine Learning,
{ICML} 2021, 18-24 July 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {7632--7642},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/menon21a.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/MenonRRKK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RawatMJJYRK21,
author = {Ankit Singh Rawat and
Aditya Krishna Menon and
Wittawat Jitkrittum and
Sadeep Jayasumana and
Felix X. Yu and
Sashank J. Reddi and
Sanjiv Kumar},
editor = {Marina Meila and
Tong Zhang},
title = {Disentangling Sampling and Labeling Bias for Learning in Large-output
Spaces},
booktitle = {Proceedings of the 38th International Conference on Machine Learning,
{ICML} 2021, 18-24 July 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {8890--8901},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/rawat21a.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/RawatMJJYRK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LindgrenRGK21,
author = {Erik Lindgren and
Sashank J. Reddi and
Ruiqi Guo and
Sanjiv Kumar},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Efficient Training of Retrieval Models using Negative Cache},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {4134--4146},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/2175f8c5cd9604f6b1e576b252d4c86e-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/LindgrenRGK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CitovskyDGKRRK21,
author = {Gui Citovsky and
Giulia DeSalvo and
Claudio Gentile and
Lazaros Karydas and
Anand Rajagopalan and
Afshin Rostamizadeh and
Sanjiv Kumar},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Batch Active Learning at Scale},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {11933--11944},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/64254db8396e404d9223914a0bd355d2-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/CitovskyDGKRRK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-03349,
author = {Srinadh Bhojanapalli and
Kimberly Wilber and
Andreas Veit and
Ankit Singh Rawat and
Seungyeon Kim and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {On the Reproducibility of Neural Network Predictions},
journal = {CoRR},
volume = {abs/2102.03349},
year = {2021},
url = {https://arxiv.org/abs/2102.03349},
eprinttype = {arXiv},
eprint = {2102.03349},
timestamp = {Wed, 10 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-03349.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-12835,
author = {Srikumar Ramalingam and
Daniel Glasner and
Kaushal Patel and
Raviteja Vemulapalli and
Sadeep Jayasumana and
Sanjiv Kumar},
title = {Balancing Constraints and Submodularity in Data Subset Selection},
journal = {CoRR},
volume = {abs/2104.12835},
year = {2021},
url = {https://arxiv.org/abs/2104.12835},
eprinttype = {arXiv},
eprint = {2104.12835},
timestamp = {Mon, 03 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-12835.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-05736,
author = {Ankit Singh Rawat and
Aditya Krishna Menon and
Wittawat Jitkrittum and
Sadeep Jayasumana and
Felix X. Yu and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Disentangling Sampling and Labeling Bias for Learning in Large-Output
Spaces},
journal = {CoRR},
volume = {abs/2105.05736},
year = {2021},
url = {https://arxiv.org/abs/2105.05736},
eprinttype = {arXiv},
eprint = {2105.05736},
timestamp = {Tue, 18 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-05736.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-09394,
author = {Seungyeon Kim and
Daniel Glasner and
Srikumar Ramalingam and
Cho{-}Jui Hsieh and
Kishore Papineni and
Sanjiv Kumar},
title = {Balancing Robustness and Sensitivity using Feature Contrastive Learning},
journal = {CoRR},
volume = {abs/2105.09394},
year = {2021},
url = {https://arxiv.org/abs/2105.09394},
eprinttype = {arXiv},
eprint = {2105.09394},
timestamp = {Mon, 31 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-09394.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-11653,
author = {Baris Sumengen and
Anand Rajagopalan and
Gui Citovsky and
David Simcha and
Olivier Bachem and
Pradipta Mitra and
Sam Blasiak and
Mason Liang and
Sanjiv Kumar},
title = {Scaling Hierarchical Agglomerative Clustering to Billion-sized Datasets},
journal = {CoRR},
volume = {abs/2105.11653},
year = {2021},
url = {https://arxiv.org/abs/2105.11653},
eprinttype = {arXiv},
eprint = {2105.11653},
timestamp = {Tue, 01 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-11653.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08823,
author = {Srinadh Bhojanapalli and
Ayan Chakrabarti and
Himanshu Jain and
Sanjiv Kumar and
Michal Lukasik and
Andreas Veit},
title = {Eigen Analysis of Self-Attention and its Reconstruction from Partial
Computation},
journal = {CoRR},
volume = {abs/2106.08823},
year = {2021},
url = {https://arxiv.org/abs/2106.08823},
eprinttype = {arXiv},
eprint = {2106.08823},
timestamp = {Tue, 29 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-08823.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-10494,
author = {Michal Lukasik and
Srinadh Bhojanapalli and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Teacher's pet: understanding and mitigating biases in distillation},
journal = {CoRR},
volume = {abs/2106.10494},
year = {2021},
url = {https://arxiv.org/abs/2106.10494},
eprinttype = {arXiv},
eprint = {2106.10494},
timestamp = {Tue, 29 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-10494.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-14263,
author = {Gui Citovsky and
Giulia DeSalvo and
Claudio Gentile and
Lazaros Karydas and
Anand Rajagopalan and
Afshin Rostamizadeh and
Sanjiv Kumar},
title = {Batch Active Learning at Scale},
journal = {CoRR},
volume = {abs/2107.14263},
year = {2021},
url = {https://arxiv.org/abs/2107.14263},
eprinttype = {arXiv},
eprint = {2107.14263},
timestamp = {Tue, 03 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-14263.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-06821,
author = {Srinadh Bhojanapalli and
Ayan Chakrabarti and
Andreas Veit and
Michal Lukasik and
Himanshu Jain and
Frederick Liu and
Yin{-}Wen Chang and
Sanjiv Kumar},
title = {Leveraging redundancy in attention with Reuse Transformers},
journal = {CoRR},
volume = {abs/2110.06821},
year = {2021},
url = {https://arxiv.org/abs/2110.06821},
eprinttype = {arXiv},
eprint = {2110.06821},
timestamp = {Fri, 22 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-06821.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-10305,
author = {Ankit Singh Rawat and
Manzil Zaheer and
Aditya Krishna Menon and
Amr Ahmed and
Sanjiv Kumar},
title = {When in Doubt, Summon the Titans: Efficient Inference with Large Models},
journal = {CoRR},
volume = {abs/2110.10305},
year = {2021},
url = {https://arxiv.org/abs/2110.10305},
eprinttype = {arXiv},
eprint = {2110.10305},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-10305.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GengDGK20,
author = {Quan Geng and
Wei Ding and
Ruiqi Guo and
Sanjiv Kumar},
editor = {Silvia Chiappa and
Roberto Calandra},
title = {Tight Analysis of Privacy and Utility Tradeoff in Approximate Differential
Privacy},
booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
series = {Proceedings of Machine Learning Research},
volume = {108},
pages = {89--99},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v108/geng20a.html},
timestamp = {Mon, 29 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GengDGK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/LiuXSCKH20,
author = {Xuanqing Liu and
Tesi Xiao and
Si Si and
Qin Cao and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {How Does Noise Help Robustness? Explanation and Exploration under
the Neural {SDE} Framework},
booktitle = {2020 {IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2020, Seattle, WA, USA, June 13-19, 2020},
pages = {279--287},
publisher = {Computer Vision Foundation / {IEEE}},
year = {2020},
url = {https://openaccess.thecvf.com/content\_CVPR\_2020/html/Liu\_How\_Does\_Noise\_Help\_Robustness\_Explanation\_and\_Exploration\_under\_the\_CVPR\_2020\_paper.html},
doi = {10.1109/CVPR42600.2020.00036},
timestamp = {Tue, 31 Aug 2021 14:00:04 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/LiuXSCKH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/LukasikJMKBYK20,
author = {Michal Lukasik and
Himanshu Jain and
Aditya Krishna Menon and
Seungyeon Kim and
Srinadh Bhojanapalli and
Felix X. Yu and
Sanjiv Kumar},
editor = {Bonnie Webber and
Trevor Cohn and
Yulan He and
Yang Liu},
title = {Semantic Label Smoothing for Sequence to Sequence Problems},
booktitle = {Proceedings of the 2020 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2020, Online, November 16-20, 2020},
pages = {4992--4998},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.emnlp-main.405},
doi = {10.18653/V1/2020.EMNLP-MAIN.405},
timestamp = {Wed, 23 Mar 2022 10:11:55 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/LukasikJMKBYK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChangYCYK20,
author = {Wei{-}Cheng Chang and
Felix X. Yu and
Yin{-}Wen Chang and
Yiming Yang and
Sanjiv Kumar},
title = {Pre-training Tasks for Embedding-based Large-scale Retrieval},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=rkg-mA4FDr},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ChangYCYK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MenonRRK20,
author = {Aditya Krishna Menon and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Can gradient clipping mitigate label noise?},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=rklB76EKPr},
timestamp = {Thu, 07 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MenonRRK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/RuanXRKH20,
author = {Yangjun Ruan and
Yuanhao Xiong and
Sashank J. Reddi and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {Learning to Learn by Zeroth-Order Oracle},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=ryxz8CVYDH},
timestamp = {Thu, 07 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/RuanXRKH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YouLRHKBSDKH20,
author = {Yang You and
Jing Li and
Sashank J. Reddi and
Jonathan Hseu and
Sanjiv Kumar and
Srinadh Bhojanapalli and
Xiaodan Song and
James Demmel and
Kurt Keutzer and
Cho{-}Jui Hsieh},
title = {Large Batch Optimization for Deep Learning: Training {BERT} in 76
minutes},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=Syx4wnEtvH},
timestamp = {Sat, 17 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/YouLRHKBSDKH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YunBRRK20,
author = {Chulhee Yun and
Srinadh Bhojanapalli and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Are Transformers universal approximators of sequence-to-sequence functions?},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=ByxRM0Ntvr},
timestamp = {Thu, 07 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YunBRRK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BhojanapalliYRR20,
author = {Srinadh Bhojanapalli and
Chulhee Yun and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Low-Rank Bottleneck in Multi-head Attention Models},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {864--873},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/bhojanapalli20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/BhojanapalliYRR20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GuoSLGSCK20,
author = {Ruiqi Guo and
Philip Sun and
Erik Lindgren and
Quan Geng and
David Simcha and
Felix Chern and
Sanjiv Kumar},
title = {Accelerating Large-Scale Inference with Anisotropic Vector Quantization},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {3887--3896},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/guo20h.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/GuoSLGSCK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LukasikBMK20,
author = {Michal Lukasik and
Srinadh Bhojanapalli and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Does label smoothing mitigate label noise?},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {6448--6458},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/lukasik20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/LukasikBMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YuRMK20,
author = {Felix X. Yu and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Federated Learning with Only Positive Labels},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {10946--10956},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/yu20f.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/YuRMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/0001ZRMK20,
author = {Melanie Weber and
Manzil Zaheer and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Robust large-margin learning in hyperbolic space},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/cec6f62cfb44b1be110b7bf70c8362d8-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/0001ZRMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChenS0CKBH20,
author = {Hongge Chen and
Si Si and
Yang Li and
Ciprian Chelba and
Sanjiv Kumar and
Duane S. Boning and
Cho{-}Jui Hsieh},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Multi-Stage Influence Function},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/95e62984b87e90645a5cf77037395959-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ChenS0CKBH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuSYK020,
author = {Yuhan Liu and
Ananda Theertha Suresh and
Felix X. Yu and
Sanjiv Kumar and
Michael Riley},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Learning discrete distributions: user vs item-level privacy},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/f06edc8ab534b2c7ecbd4c2051d9cb1e-Abstract.html},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/LiuSYK020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YunCBRRK20,
author = {Chulhee Yun and
Yin{-}Wen Chang and
Srinadh Bhojanapalli and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {O(n) Connections are Expressive Enough: Universal Approximability
of Sparse Transformers},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/9ed27554c893b5bad850a422c3538c15-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YunCBRRK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangKVKRKS20,
author = {Jingzhao Zhang and
Sai Praneeth Karimireddy and
Andreas Veit and
Seungyeon Kim and
Sashank J. Reddi and
Sanjiv Kumar and
Suvrit Sra},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Why are Adaptive Methods Good for Attention Models?},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/b05b57f6add810d3b7490866d74c0053-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZhangKVKRKS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-03932,
author = {Wei{-}Cheng Chang and
Felix X. Yu and
Yin{-}Wen Chang and
Yiming Yang and
Sanjiv Kumar},
title = {Pre-training Tasks for Embedding-based Large-scale Retrieval},
journal = {CoRR},
volume = {abs/2002.03932},
year = {2020},
url = {https://arxiv.org/abs/2002.03932},
eprinttype = {arXiv},
eprint = {2002.03932},
timestamp = {Wed, 12 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-03932.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-07028,
author = {Srinadh Bhojanapalli and
Chulhee Yun and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Low-Rank Bottleneck in Multi-head Attention Models},
journal = {CoRR},
volume = {abs/2002.07028},
year = {2020},
url = {https://arxiv.org/abs/2002.07028},
eprinttype = {arXiv},
eprint = {2002.07028},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-07028.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-00295,
author = {Sashank J. Reddi and
Zachary Charles and
Manzil Zaheer and
Zachary Garrett and
Keith Rush and
Jakub Kone{\v{c}}n{\'y} and
Sanjiv Kumar and
H. Brendan McMahan},
title = {Adaptive Federated Optimization},
journal = {CoRR},
volume = {abs/2003.00295},
year = {2020},
url = {https://arxiv.org/abs/2003.00295},
eprinttype = {arXiv},
eprint = {2003.00295},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-00295.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-02819,
author = {Michal Lukasik and
Srinadh Bhojanapalli and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Does label smoothing mitigate label noise?},
journal = {CoRR},
volume = {abs/2003.02819},
year = {2020},
url = {https://arxiv.org/abs/2003.02819},
eprinttype = {arXiv},
eprint = {2003.02819},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-02819.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-05465,
author = {Melanie Weber and
Manzil Zaheer and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Robust Large-Margin Learning in Hyperbolic Space},
journal = {CoRR},
volume = {abs/2004.05465},
year = {2020},
url = {https://arxiv.org/abs/2004.05465},
eprinttype = {arXiv},
eprint = {2004.05465},
timestamp = {Thu, 16 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-05465.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-10342,
author = {Felix X. Yu and
Ankit Singh Rawat and
Aditya Krishna Menon and
Sanjiv Kumar},
title = {Federated Learning with Only Positive Labels},
journal = {CoRR},
volume = {abs/2004.10342},
year = {2020},
url = {https://arxiv.org/abs/2004.10342},
eprinttype = {arXiv},
eprint = {2004.10342},
timestamp = {Tue, 28 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-10342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-10915,
author = {Ankit Singh Rawat and
Aditya Krishna Menon and
Andreas Veit and
Felix X. Yu and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Doubly-stochastic mining for heterogeneous retrieval},
journal = {CoRR},
volume = {abs/2004.10915},
year = {2020},
url = {https://arxiv.org/abs/2004.10915},
eprinttype = {arXiv},
eprint = {2004.10915},
timestamp = {Wed, 29 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-10915.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-10419,
author = {Aditya Krishna Menon and
Ankit Singh Rawat and
Sashank J. Reddi and
Seungyeon Kim and
Sanjiv Kumar},
title = {Why distillation helps: a statistical perspective},
journal = {CoRR},
volume = {abs/2005.10419},
year = {2020},
url = {https://arxiv.org/abs/2005.10419},
eprinttype = {arXiv},
eprint = {2005.10419},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-10419.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-00442,
author = {Cheng{-}Yu Hsieh and
Chih{-}Kuan Yeh and
Xuanqing Liu and
Pradeep Ravikumar and
Seungyeon Kim and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {Evaluations and Methods for Explanation through Robustness Analysis},
journal = {CoRR},
volume = {abs/2006.00442},
year = {2020},
url = {https://arxiv.org/abs/2006.00442},
eprinttype = {arXiv},
eprint = {2006.00442},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-00442.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-04862,
author = {Chulhee Yun and
Yin{-}Wen Chang and
Srinadh Bhojanapalli and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {{\textdollar}O(n){\textdollar} Connections are Expressive Enough:
Universal Approximability of Sparse Transformers},
journal = {CoRR},
volume = {abs/2006.04862},
year = {2020},
url = {https://arxiv.org/abs/2006.04862},
eprinttype = {arXiv},
eprint = {2006.04862},
timestamp = {Fri, 12 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-04862.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-07314,
author = {Aditya Krishna Menon and
Sadeep Jayasumana and
Ankit Singh Rawat and
Himanshu Jain and
Andreas Veit and
Sanjiv Kumar},
title = {Long-tail learning via logit adjustment},
journal = {CoRR},
volume = {abs/2007.07314},
year = {2020},
url = {https://arxiv.org/abs/2007.07314},
eprinttype = {arXiv},
eprint = {2007.07314},
timestamp = {Tue, 21 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-07314.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-09081,
author = {Hongge Chen and
Si Si and
Yang Li and
Ciprian Chelba and
Sanjiv Kumar and
Duane S. Boning and
Cho{-}Jui Hsieh},
title = {Multi-Stage Influence Function},
journal = {CoRR},
volume = {abs/2007.09081},
year = {2020},
url = {https://arxiv.org/abs/2007.09081},
eprinttype = {arXiv},
eprint = {2007.09081},
timestamp = {Wed, 03 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-09081.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-13660,
author = {Yuhan Liu and
Ananda Theertha Suresh and
Felix X. Yu and
Sanjiv Kumar and
Michael Riley},
title = {Learning discrete distributions: user vs item-level privacy},
journal = {CoRR},
volume = {abs/2007.13660},
year = {2020},
url = {https://arxiv.org/abs/2007.13660},
eprinttype = {arXiv},
eprint = {2007.13660},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-13660.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-07447,
author = {Michal Lukasik and
Himanshu Jain and
Aditya Krishna Menon and
Seungyeon Kim and
Srinadh Bhojanapalli and
Felix X. Yu and
Sanjiv Kumar},
title = {Semantic Label Smoothing for Sequence to Sequence Problems},
journal = {CoRR},
volume = {abs/2010.07447},
year = {2020},
url = {https://arxiv.org/abs/2010.07447},
eprinttype = {arXiv},
eprint = {2010.07447},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-07447.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-12230,
author = {Jingzhao Zhang and
Aditya Krishna Menon and
Andreas Veit and
Srinadh Bhojanapalli and
Sanjiv Kumar and
Suvrit Sra},
title = {Coping with Label Shift via Distributionally Robust Optimisation},
journal = {CoRR},
volume = {abs/2010.12230},
year = {2020},
url = {https://arxiv.org/abs/2010.12230},
eprinttype = {arXiv},
eprint = {2010.12230},
timestamp = {Tue, 27 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-12230.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-00363,
author = {Chen Zhu and
Ankit Singh Rawat and
Manzil Zaheer and
Srinadh Bhojanapalli and
Daliang Li and
Felix X. Yu and
Sanjiv Kumar},
title = {Modifying Memories in Transformer Models},
journal = {CoRR},
volume = {abs/2012.00363},
year = {2020},
url = {https://arxiv.org/abs/2012.00363},
eprinttype = {arXiv},
eprint = {2012.00363},
timestamp = {Fri, 04 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-00363.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-09607,
author = {Sadeep Jayasumana and
Srikumar Ramalingam and
Sanjiv Kumar},
title = {Kernelized Classification in Deep Networks},
journal = {CoRR},
volume = {abs/2012.09607},
year = {2020},
url = {https://arxiv.org/abs/2012.09607},
eprinttype = {arXiv},
eprint = {2012.09607},
timestamp = {Sun, 03 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-09607.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/LiZWK19,
author = {Yanjun Li and
Kai Zhang and
Jun Wang and
Sanjiv Kumar},
title = {Learning Adaptive Random Features},
booktitle = {The Thirty-Third {AAAI} Conference on Artificial Intelligence, {AAAI}
2019, The Thirty-First Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2019, The Ninth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2019, Honolulu, Hawaii,
USA, January 27 - February 1, 2019},
pages = {4229--4236},
publisher = {{AAAI} Press},
year = {2019},
url = {https://doi.org/10.1609/aaai.v33i01.33014229},
doi = {10.1609/AAAI.V33I01.33014229},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/LiZWK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GengDGK19,
author = {Quan Geng and
Wei Ding and
Ruiqi Guo and
Sanjiv Kumar},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Optimal Noise-Adding Mechanism in Additive Differential Privacy},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {11--20},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/geng19a.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GengDGK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ReddiKYHCK19,
author = {Sashank J. Reddi and
Satyen Kale and
Felix X. Yu and
Daniel Niels Holtmann{-}Rice and
Jiecao Chen and
Sanjiv Kumar},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Stochastic Negative Mining for Learning with Large Output Spaces},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {1940--1949},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/reddi19a.html},
timestamp = {Fri, 07 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ReddiKYHCK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChenSKLH19,
author = {Patrick H. Chen and
Si Si and
Sanjiv Kumar and
Yang Li and
Cho{-}Jui Hsieh},
title = {Learning to Screen for Fast Softmax Inference on Large Vocabulary
Neural Networks},
booktitle = {7th International Conference on Learning Representations, {ICLR} 2019,
New Orleans, LA, USA, May 6-9, 2019},
publisher = {OpenReview.net},
year = {2019},
url = {https://openreview.net/forum?id=ByeMB3Act7},
timestamp = {Mon, 06 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/ChenSKLH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/StaibRKKS19,
author = {Matthew Staib and
Sashank J. Reddi and
Satyen Kale and
Sanjiv Kumar and
Suvrit Sra},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Escaping Saddle Points with Adaptive Gradient Methods},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {5956--5965},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/staib19a.html},
timestamp = {Tue, 11 Jun 2019 15:37:38 +0200},
biburl = {https://dblp.org/rec/conf/icml/StaibRKKS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WuDSYHSRK19,
author = {Shanshan Wu and
Alex Dimakis and
Sujay Sanghavi and
Felix X. Yu and
Daniel Niels Holtmann{-}Rice and
Dmitry Storcheus and
Afshin Rostamizadeh and
Sanjiv Kumar},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {6828--6839},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/wu19b.html},
timestamp = {Tue, 11 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WuDSYHSRK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GuoMWHKRK19,
author = {Chuan Guo and
Ali Mousavi and
Xiang Wu and
Daniel Niels Holtmann{-}Rice and
Satyen Kale and
Sashank J. Reddi and
Sanjiv Kumar},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Breaking the Glass Ceiling for Embedding-Based Classifiers for Large
Output Spaces},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {4944--4954},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/78f7d96ea21ccae89a7b581295f34135-Abstract.html},
timestamp = {Fri, 08 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/GuoMWHKRK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RawatCYSK19,
author = {Ankit Singh Rawat and
Jiecao Chen and
Felix X. Yu and
Ananda Theertha Suresh and
Sanjiv Kumar},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Sampled Softmax with Random Fourier Features},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {13834--13844},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/e43739bba7cdb577e9e3e4e42447f5a5-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RawatCYSK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-09149,
author = {Matthew Staib and
Sashank J. Reddi and
Satyen Kale and
Sanjiv Kumar and
Suvrit Sra},
title = {Escaping Saddle Points with Adaptive Gradient Methods},
journal = {CoRR},
volume = {abs/1901.09149},
year = {2019},
url = {http://arxiv.org/abs/1901.09149},
eprinttype = {arXiv},
eprint = {1901.09149},
timestamp = {Sat, 02 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-09149.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-08690,
author = {Xiang Wu and
Ruiqi Guo and
David Simcha and
Dave Dopson and
Sanjiv Kumar},
title = {Efficient Inner Product Approximation in Hybrid Spaces},
journal = {CoRR},
volume = {abs/1903.08690},
year = {2019},
url = {http://arxiv.org/abs/1903.08690},
eprinttype = {arXiv},
eprint = {1903.08690},
timestamp = {Mon, 01 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-08690.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-10391,
author = {Xiang Wu and
Ruiqi Guo and
Sanjiv Kumar and
David Simcha},
title = {Local Orthogonal Decomposition for Maximum Inner Product Search},
journal = {CoRR},
volume = {abs/1903.10391},
year = {2019},
url = {http://arxiv.org/abs/1903.10391},
eprinttype = {arXiv},
eprint = {1903.10391},
timestamp = {Mon, 01 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-10391.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-09237,
author = {Sashank J. Reddi and
Satyen Kale and
Sanjiv Kumar},
title = {On the Convergence of Adam and Beyond},
journal = {CoRR},
volume = {abs/1904.09237},
year = {2019},
url = {http://arxiv.org/abs/1904.09237},
eprinttype = {arXiv},
eprint = {1904.09237},
timestamp = {Fri, 26 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-09237.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-02355,
author = {Xuanqing Liu and
Tesi Xiao and
Si Si and
Qin Cao and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {Neural {SDE:} Stabilizing Neural {ODE} Networks with Stochastic Noise},
journal = {CoRR},
volume = {abs/1906.02355},
year = {2019},
url = {http://arxiv.org/abs/1906.02355},
eprinttype = {arXiv},
eprint = {1906.02355},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-02355.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-10747,
author = {Ankit Singh Rawat and
Jiecao Chen and
Felix X. Yu and
Ananda Theertha Suresh and
Sanjiv Kumar},
title = {Sampled Softmax with Random Fourier Features},
journal = {CoRR},
volume = {abs/1907.10747},
year = {2019},
url = {http://arxiv.org/abs/1907.10747},
eprinttype = {arXiv},
eprint = {1907.10747},
timestamp = {Thu, 01 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-10747.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-07643,
author = {Venkatadheeraj Pichapati and
Ananda Theertha Suresh and
Felix X. Yu and
Sashank J. Reddi and
Sanjiv Kumar},
title = {AdaCliP: Adaptive Clipping for Private {SGD}},
journal = {CoRR},
volume = {abs/1908.07643},
year = {2019},
url = {http://arxiv.org/abs/1908.07643},
eprinttype = {arXiv},
eprint = {1908.07643},
timestamp = {Mon, 26 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-07643.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-10396,
author = {Ruiqi Guo and
Quan Geng and
David Simcha and
Felix Chern and
Sanjiv Kumar and
Xiang Wu},
title = {New Loss Functions for Fast Maximum Inner Product Search},
journal = {CoRR},
volume = {abs/1908.10396},
year = {2019},
url = {http://arxiv.org/abs/1908.10396},
eprinttype = {arXiv},
eprint = {1908.10396},
timestamp = {Thu, 29 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-10396.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09667,
author = {Aditya Krishna Menon and
Anand Rajagopalan and
Baris Sumengen and
Gui Citovsky and
Qin Cao and
Sanjiv Kumar},
title = {Online Hierarchical Clustering Approximations},
journal = {CoRR},
volume = {abs/1909.09667},
year = {2019},
url = {http://arxiv.org/abs/1909.09667},
eprinttype = {arXiv},
eprint = {1909.09667},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-09667.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-09464,
author = {Yangjun Ruan and
Yuanhao Xiong and
Sashank J. Reddi and
Sanjiv Kumar and
Cho{-}Jui Hsieh},
title = {Learning to Learn by Zeroth-Order Oracle},
journal = {CoRR},
volume = {abs/1910.09464},
year = {2019},
url = {http://arxiv.org/abs/1910.09464},
eprinttype = {arXiv},
eprint = {1910.09464},
timestamp = {Tue, 22 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-09464.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-03194,
author = {Jingzhao Zhang and
Sai Praneeth Karimireddy and
Andreas Veit and
Seungyeon Kim and
Sashank J. Reddi and
Sanjiv Kumar and
Suvrit Sra},
title = {Why {ADAM} Beats {SGD} for Attention Models},
journal = {CoRR},
volume = {abs/1912.03194},
year = {2019},
url = {http://arxiv.org/abs/1912.03194},
eprinttype = {arXiv},
eprint = {1912.03194},
timestamp = {Tue, 07 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-03194.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-10077,
author = {Chulhee Yun and
Srinadh Bhojanapalli and
Ankit Singh Rawat and
Sashank J. Reddi and
Sanjiv Kumar},
title = {Are Transformers universal approximators of sequence-to-sequence functions?},
journal = {CoRR},
volume = {abs/1912.10077},
year = {2019},
url = {http://arxiv.org/abs/1912.10077},
eprinttype = {arXiv},
eprint = {1912.10077},
timestamp = {Fri, 03 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-10077.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ReddiKK18,
author = {Sashank J. Reddi and
Satyen Kale and
Sanjiv Kumar},
title = {On the Convergence of Adam and Beyond},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=ryQu7f-RZ},
timestamp = {Thu, 04 Apr 2019 13:20:09 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ReddiKK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YenKYHKR18,
author = {Ian En{-}Hsu Yen and
Satyen Kale and
Felix X. Yu and
Daniel Niels Holtmann{-}Rice and
Sanjiv Kumar and
Pradeep Ravikumar},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Loss Decomposition for Fast Learning in Large Output Spaces},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {5626--5635},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/yen18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:30 +0200},
biburl = {https://dblp.org/rec/conf/icml/YenKYHKR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AgarwalSYKM18,
author = {Naman Agarwal and
Ananda Theertha Suresh and
Felix X. Yu and
Sanjiv Kumar and
Brendan McMahan},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {cpSGD: Communication-efficient and differentially-private distributed
{SGD}},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {7575--7586},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/21ce689121e39821d07d04faab328370-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/AgarwalSYKM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZaheerRSKK18,
author = {Manzil Zaheer and
Sashank J. Reddi and
Devendra Singh Sachan and
Satyen Kale and
Sanjiv Kumar},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Adaptive Methods for Nonconvex Optimization},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {9815--9825},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/90365351ccc7437a1309dc64e4db32a3-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZaheerRSKK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-07887,
author = {Si Si and
Sanjiv Kumar and
Yang Li},
title = {Nonlinear Online Learning with Adaptive Nystr{\"{o}}m Approximation},
journal = {CoRR},
volume = {abs/1802.07887},
year = {2018},
url = {http://arxiv.org/abs/1802.07887},
eprinttype = {arXiv},
eprint = {1802.07887},
timestamp = {Wed, 06 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-07887.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-10559,
author = {Naman Agarwal and
Ananda Theertha Suresh and
Felix X. Yu and
Sanjiv Kumar and
H. Brendan McMahan},
title = {cpSGD: Communication-efficient and differentially-private distributed
{SGD}},
journal = {CoRR},
volume = {abs/1805.10559},
year = {2018},
url = {http://arxiv.org/abs/1805.10559},
eprinttype = {arXiv},
eprint = {1805.10559},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-10559.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-10175,
author = {Shanshan Wu and
Alexandros G. Dimakis and
Sujay Sanghavi and
Felix X. Yu and
Daniel Niels Holtmann{-}Rice and
Dmitry Storcheus and
Afshin Rostamizadeh and
Sanjiv Kumar},
title = {The Sparse Recovery Autoencoder},
journal = {CoRR},
volume = {abs/1806.10175},
year = {2018},
url = {http://arxiv.org/abs/1806.10175},
eprinttype = {arXiv},
eprint = {1806.10175},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-10175.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-10224,
author = {Quan Geng and
Wei Ding and
Ruiqi Guo and
Sanjiv Kumar},
title = {Optimal Noise-Adding Mechanism in Additive Differential Privacy},
journal = {CoRR},
volume = {abs/1809.10224},
year = {2018},
url = {http://arxiv.org/abs/1809.10224},
eprinttype = {arXiv},
eprint = {1809.10224},
timestamp = {Fri, 05 Oct 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-10224.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-00877,
author = {Quan Geng and
Wei Ding and
Ruiqi Guo and
Sanjiv Kumar},
title = {Truncated Laplacian Mechanism for Approximate Differential Privacy},
journal = {CoRR},
volume = {abs/1810.00877},
year = {2018},
url = {http://arxiv.org/abs/1810.00877},
eprinttype = {arXiv},
eprint = {1810.00877},
timestamp = {Tue, 30 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-00877.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-07076,
author = {Sashank J. Reddi and
Satyen Kale and
Felix X. Yu and
Daniel N. Holtmann{-}Rice and
Jiecao Chen and
Sanjiv Kumar},
title = {Stochastic Negative Mining for Learning with Large Output Spaces},
journal = {CoRR},
volume = {abs/1810.07076},
year = {2018},
url = {http://arxiv.org/abs/1810.07076},
eprinttype = {arXiv},
eprint = {1810.07076},
timestamp = {Tue, 30 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-07076.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-12406,
author = {Patrick H. Chen and
Si Si and
Sanjiv Kumar and
Yang Li and
Cho{-}Jui Hsieh},
title = {Learning to Screen for Fast Softmax Inference on Large Vocabulary
Neural Networks},
journal = {CoRR},
volume = {abs/1810.12406},
year = {2018},
url = {http://arxiv.org/abs/1810.12406},
eprinttype = {arXiv},
eprint = {1810.12406},
timestamp = {Mon, 06 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-12406.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/YuBKGC17,
author = {Felix X. Yu and
Aditya Bhaskara and
Sanjiv Kumar and
Yunchao Gong and
Shih{-}Fu Chang},
title = {On Binary Embedding using Circulant Matrices},
journal = {J. Mach. Learn. Res.},
volume = {18},
pages = {150:1--150:30},
year = {2017},
url = {http://jmlr.org/papers/v18/15-619.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/YuBKGC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ZhongGKYSD17,
author = {Kai Zhong and
Ruiqi Guo and
Sanjiv Kumar and
Bowei Yan and
David Simcha and
Inderjit S. Dhillon},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Fast Classification with Binary Prototypes},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {1255--1263},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/zhong17a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ZhongGKYSD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/ZhangYKC17,
author = {Xu Zhang and
Felix X. Yu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Learning Spread-Out Local Feature Descriptors},
booktitle = {{IEEE} International Conference on Computer Vision, {ICCV} 2017, Venice,
Italy, October 22-29, 2017},
pages = {4605--4613},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/ICCV.2017.492},
doi = {10.1109/ICCV.2017.492},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/ZhangYKC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DaiGKHS17,
author = {Bo Dai and
Ruiqi Guo and
Sanjiv Kumar and
Niao He and
Le Song},
editor = {Doina Precup and
Yee Whye Teh},
title = {Stochastic Generative Hashing},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {913--922},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/dai17a.html},
timestamp = {Thu, 29 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DaiGKHS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SureshYKM17,
author = {Ananda Theertha Suresh and
Felix X. Yu and
Sanjiv Kumar and
H. Brendan McMahan},
editor = {Doina Precup and
Yee Whye Teh},
title = {Distributed Mean Estimation with Limited Communication},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {3329--3337},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/suresh17a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SureshYKM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WuGSKHSY17,
author = {Xiang Wu and
Ruiqi Guo and
Ananda Theertha Suresh and
Sanjiv Kumar and
Daniel N. Holtmann{-}Rice and
David Simcha and
Felix X. Yu},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Multiscale Quantization for Fast Similarity Search},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {5745--5755},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/b6617980ce90f637e68c3ebe8b9be745-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/WuGSKHSY17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DaiGKHS17,
author = {Bo Dai and
Ruiqi Guo and
Sanjiv Kumar and
Niao He and
Le Song},
title = {Stochastic Generative Hashing},
journal = {CoRR},
volume = {abs/1701.02815},
year = {2017},
url = {http://arxiv.org/abs/1701.02815},
eprinttype = {arXiv},
eprint = {1701.02815},
timestamp = {Thu, 29 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DaiGKHS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HendersonASSLGK17,
author = {Matthew L. Henderson and
Rami Al{-}Rfou and
Brian Strope and
Yun{-}Hsuan Sung and
L{\'{a}}szl{\'{o}} Luk{\'{a}}cs and
Ruiqi Guo and
Sanjiv Kumar and
Balint Miklos and
Ray Kurzweil},
title = {Efficient Natural Language Response Suggestion for Smart Reply},
journal = {CoRR},
volume = {abs/1705.00652},
year = {2017},
url = {http://arxiv.org/abs/1705.00652},
eprinttype = {arXiv},
eprint = {1705.00652},
timestamp = {Thu, 30 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HendersonASSLGK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-06320,
author = {Xu Zhang and
Felix X. Yu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Learning Spread-out Local Feature Descriptors},
journal = {CoRR},
volume = {abs/1708.06320},
year = {2017},
url = {http://arxiv.org/abs/1708.06320},
eprinttype = {arXiv},
eprint = {1708.06320},
timestamp = {Tue, 26 Mar 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-06320.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-10958,
author = {Blaise Ag{\"{u}}era y Arcas and
Beat Gfeller and
Ruiqi Guo and
Kevin Kilgour and
Sanjiv Kumar and
James Lyon and
Julian Odell and
Marvin Ritter and
Dominik Roblek and
Matthew Sharifi and
Mihajlo Velimirovic},
title = {Now Playing: Continuous low-power music recognition},
journal = {CoRR},
volume = {abs/1711.10958},
year = {2017},
url = {http://arxiv.org/abs/1711.10958},
eprinttype = {arXiv},
eprint = {1711.10958},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-10958.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apjor/KumarCS16,
author = {Sanjiv Kumar and
Ritika Chopra and
Ratnesh Rajan Saxena},
title = {A Fast Approach to Solve Matrix Games with Payoffs of Trapezoidal
Fuzzy Numbers},
journal = {Asia Pac. J. Oper. Res.},
volume = {33},
number = {6},
pages = {1650047:1--1650047:14},
year = {2016},
url = {https://doi.org/10.1142/S0217595916500470},
doi = {10.1142/S0217595916500470},
timestamp = {Wed, 24 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/apjor/KumarCS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dase/LeeK16,
author = {Wonjun Lee and
Sanjiv Kumar},
title = {Software-Defined Storage-Based Data Infrastructure Supportive of Hydroclimatology
Simulation Containers: {A} Survey},
journal = {Data Sci. Eng.},
volume = {1},
number = {2},
pages = {65--72},
year = {2016},
url = {https://doi.org/10.1007/s41019-016-0008-y},
doi = {10.1007/S41019-016-0008-Y},
timestamp = {Wed, 23 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dase/LeeK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/WangLKC16,
author = {Jun Wang and
Wei Liu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Learning to Hash for Indexing Big Data - {A} Survey},
journal = {Proc. {IEEE}},
volume = {104},
number = {1},
pages = {34--57},
year = {2016},
url = {https://doi.org/10.1109/JPROC.2015.2487976},
doi = {10.1109/JPROC.2015.2487976},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/WangLKC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GuoKCS16,
author = {Ruiqi Guo and
Sanjiv Kumar and
Krzysztof Choromanski and
David Simcha},
editor = {Arthur Gretton and
Christian C. Robert},
title = {Quantization based Fast Inner Product Search},
booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {51},
pages = {482--490},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/guo16a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GuoKCS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChoromanskaCBJK16,
author = {Anna Choromanska and
Krzysztof Choromanski and
Mariusz Bojarski and
Tony Jebara and
Sanjiv Kumar and
Yann LeCun},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Binary embeddings with structured hashed projections},
booktitle = {Proceedings of the 33nd International Conference on Machine Learning,
{ICML} 2016, New York City, NY, USA, June 19-24, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {48},
pages = {344--353},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/choromanska16.html},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/conf/icml/ChoromanskaCBJK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YuSCHK16,
author = {Felix X. Yu and
Ananda Theertha Suresh and
Krzysztof Marcin Choromanski and
Daniel N. Holtmann{-}Rice and
Sanjiv Kumar},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Orthogonal Random Features},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {1975--1983},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/53adaf494dc89ef7196d73636eb2451b-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/YuSCHK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuSCHK16,
author = {Felix X. Yu and
Ananda Theertha Suresh and
Krzysztof Choromanski and
Daniel N. Holtmann{-}Rice and
Sanjiv Kumar},
title = {Orthogonal Random Features},
journal = {CoRR},
volume = {abs/1610.09072},
year = {2016},
url = {http://arxiv.org/abs/1610.09072},
eprinttype = {arXiv},
eprint = {1610.09072},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuSCHK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SureshYMK16,
author = {Ananda Theertha Suresh and
Felix X. Yu and
H. Brendan McMahan and
Sanjiv Kumar},
title = {Distributed Mean Estimation with Limited Communication},
journal = {CoRR},
volume = {abs/1611.00429},
year = {2016},
url = {http://arxiv.org/abs/1611.00429},
eprinttype = {arXiv},
eprint = {1611.00429},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SureshYMK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/XuSSKL15,
author = {Yanbo Xu and
Olivier Siohan and
David Simcha and
Sanjiv Kumar and
Hank Liao},
title = {Exemplar-based large vocabulary speech recognition using k-nearest
neighbors},
booktitle = {2015 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2015, South Brisbane, Queensland, Australia,
April 19-24, 2015},
pages = {5167--5171},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/ICASSP.2015.7178956},
doi = {10.1109/ICASSP.2015.7178956},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icassp/XuSSKL15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/ChengYFKCC15,
author = {Yu Cheng and
Felix X. Yu and
Rog{\'{e}}rio Schmidt Feris and
Sanjiv Kumar and
Alok N. Choudhary and
Shih{-}Fu Chang},
title = {An Exploration of Parameter Redundancy in Deep Networks with Circulant
Projections},
booktitle = {2015 {IEEE} International Conference on Computer Vision, {ICCV} 2015,
Santiago, Chile, December 7-13, 2015},
pages = {2857--2865},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICCV.2015.327},
doi = {10.1109/ICCV.2015.327},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/ChengYFKCC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/ZhangYGKWC15,
author = {Xu Zhang and
Felix X. Yu and
Ruiqi Guo and
Sanjiv Kumar and
Shengjin Wang and
Shih{-}Fu Chang},
title = {Fast Orthogonal Projection Based on Kronecker Product},
booktitle = {2015 {IEEE} International Conference on Computer Vision, {ICCV} 2015,
Santiago, Chile, December 7-13, 2015},
pages = {2929--2937},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICCV.2015.335},
doi = {10.1109/ICCV.2015.335},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/ZhangYGKWC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/StorcheusRK15,
author = {Dmitry Storcheus and
Afshin Rostamizadeh and
Sanjiv Kumar},
title = {A Survey of Modern Questions and Challenges in Feature Extraction},
booktitle = {Proceedings of the 1st Workshop on Feature Extraction: Modern Questions
and Challenges, {FE} 2015, co-located with the 29th Annual Conference
on Neural Information Processing Systems {(NIPS} 2015), Montreal,
Canada, December 11-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {44},
pages = {1--18},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v44/storcheus2015survey.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/nips/StorcheusRK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PenningtonYK15,
author = {Jeffrey Pennington and
Felix X. Yu and
Sanjiv Kumar},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Spherical Random Features for Polynomial Kernels},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {1846--1854},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/f7f580e11d00a75814d2ded41fe8e8fe-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/PenningtonYK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SindhwaniSK15,
author = {Vikas Sindhwani and
Tara N. Sainath and
Sanjiv Kumar},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Structured Transforms for Small-Footprint Deep Learning},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {3088--3096},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/851300ee84c2b80ed40f51ed26d866fc-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SindhwaniSK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/15/YuGK15,
author = {Felix X. Yu and
Yunchao Gong and
Sanjiv Kumar},
editor = {Aaron K. Baughman and
Jiang John Gao and
Jia{-}Yu Pan and
Valery A. Petrushin},
title = {Fast Binary Embedding for High-Dimensional Data},
booktitle = {Multimedia Data Mining and Analytics - Disruptive Innovation},
pages = {347--371},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-14998-1\_16},
doi = {10.1007/978-3-319-14998-1\_16},
timestamp = {Tue, 16 May 2017 14:01:44 +0200},
biburl = {https://dblp.org/rec/books/sp/15/YuGK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChengYFKCC15,
author = {Yu Cheng and
Felix X. Yu and
Rog{\'{e}}rio Schmidt Feris and
Sanjiv Kumar and
Alok N. Choudhary and
Shih{-}Fu Chang},
title = {Fast Neural Networks with Circulant Projections},
journal = {CoRR},
volume = {abs/1502.03436},
year = {2015},
url = {http://arxiv.org/abs/1502.03436},
eprinttype = {arXiv},
eprint = {1502.03436},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ChengYFKCC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuKRC15,
author = {Felix X. Yu and
Sanjiv Kumar and
Henry A. Rowley and
Shih{-}Fu Chang},
title = {Compact Nonlinear Maps and Circulant Extensions},
journal = {CoRR},
volume = {abs/1503.03893},
year = {2015},
url = {http://arxiv.org/abs/1503.03893},
eprinttype = {arXiv},
eprint = {1503.03893},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuKRC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChoromanskiKL15,
author = {Krzysztof Choromanski and
Sanjiv Kumar and
Xiaofeng Liu},
title = {Fast Online Clustering with Randomized Skeleton Sets},
journal = {CoRR},
volume = {abs/1506.03425},
year = {2015},
url = {http://arxiv.org/abs/1506.03425},
eprinttype = {arXiv},
eprint = {1506.03425},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ChoromanskiKL15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GuoKCS15,
author = {Ruiqi Guo and
Sanjiv Kumar and
Krzysztof Choromanski and
David Simcha},
title = {Quantization based Fast Inner Product Search},
journal = {CoRR},
volume = {abs/1509.01469},
year = {2015},
url = {http://arxiv.org/abs/1509.01469},
eprinttype = {arXiv},
eprint = {1509.01469},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/GuoKCS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangLKC15,
author = {Jun Wang and
Wei Liu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Learning to Hash for Indexing Big Data - {A} Survey},
journal = {CoRR},
volume = {abs/1509.05472},
year = {2015},
url = {http://arxiv.org/abs/1509.05472},
eprinttype = {arXiv},
eprint = {1509.05472},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangLKC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SindhwaniSK15,
author = {Vikas Sindhwani and
Tara N. Sainath and
Sanjiv Kumar},
title = {Structured Transforms for Small-Footprint Deep Learning},
journal = {CoRR},
volume = {abs/1510.01722},
year = {2015},
url = {http://arxiv.org/abs/1510.01722},
eprinttype = {arXiv},
eprint = {1510.01722},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SindhwaniSK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChoromanskaCBJK15,
author = {Anna Choromanska and
Krzysztof Choromanski and
Mariusz Bojarski and
Tony Jebara and
Sanjiv Kumar and
Yann LeCun},
title = {Binary embeddings with structured hashed projections},
journal = {CoRR},
volume = {abs/1511.05212},
year = {2015},
url = {http://arxiv.org/abs/1511.05212},
eprinttype = {arXiv},
eprint = {1511.05212},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ChoromanskaCBJK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuBKGC15,
author = {Felix X. Yu and
Aditya Bhaskara and
Sanjiv Kumar and
Yunchao Gong and
Shih{-}Fu Chang},
title = {On Binary Embedding using Circulant Matrices},
journal = {CoRR},
volume = {abs/1511.06480},
year = {2015},
url = {http://arxiv.org/abs/1511.06480},
eprinttype = {arXiv},
eprint = {1511.06480},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuBKGC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YuKGC14,
author = {Felix X. Yu and
Sanjiv Kumar and
Yunchao Gong and
Shih{-}Fu Chang},
title = {Circulant Binary Embedding},
booktitle = {Proceedings of the 31th International Conference on Machine Learning,
{ICML} 2014, Beijing, China, 21-26 June 2014},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {32},
pages = {946--954},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/yub14.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/YuKGC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuMKC14,
author = {Wei Liu and
Cun Mu and
Sanjiv Kumar and
Shih{-}Fu Chang},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Discrete Graph Hashing},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {3419--3427},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/f63f65b503e22cb970527f23c9ad7db1-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LiuMKC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/vision/Kumar14,
author = {Sanjiv Kumar},
title = {Discriminative Random Fields},
booktitle = {Computer Vision, {A} Reference Guide},
pages = {221--229},
year = {2014},
url = {https://doi.org/10.1007/978-0-387-31439-6\_653},
doi = {10.1007/978-0-387-31439-6\_653},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/vision/Kumar14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuKJC14,
author = {Felix X. Yu and
Sanjiv Kumar and
Tony Jebara and
Shih{-}Fu Chang},
title = {On Learning with Label Proportions},
journal = {CoRR},
volume = {abs/1402.5902},
year = {2014},
url = {http://arxiv.org/abs/1402.5902},
eprinttype = {arXiv},
eprint = {1402.5902},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuKJC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuKGC14,
author = {Felix X. Yu and
Sanjiv Kumar and
Yunchao Gong and
Shih{-}Fu Chang},
title = {Circulant Binary Embedding},
journal = {CoRR},
volume = {abs/1405.3162},
year = {2014},
url = {http://arxiv.org/abs/1405.3162},
eprinttype = {arXiv},
eprint = {1405.3162},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuKGC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/TalwalkarKMR13,
author = {Ameet Talwalkar and
Sanjiv Kumar and
Mehryar Mohri and
Henry A. Rowley},
title = {Large-scale {SVD} and manifold learning},
journal = {J. Mach. Learn. Res.},
volume = {14},
number = {1},
pages = {3129--3152},
year = {2013},
url = {https://dl.acm.org/doi/10.5555/2567709.2567761},
doi = {10.5555/2567709.2567761},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/TalwalkarKMR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/GongKRL13,
author = {Yunchao Gong and
Sanjiv Kumar and
Henry A. Rowley and
Svetlana Lazebnik},
title = {Learning Binary Codes for High-Dimensional Data Using Bilinear Projections},
booktitle = {2013 {IEEE} Conference on Computer Vision and Pattern Recognition,
Portland, OR, USA, June 23-28, 2013},
pages = {484--491},
publisher = {{IEEE} Computer Society},
year = {2013},
url = {https://doi.org/10.1109/CVPR.2013.69},
doi = {10.1109/CVPR.2013.69},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/GongKRL13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YuLKJC13,
author = {Felix X. Yu and
Dong Liu and
Sanjiv Kumar and
Tony Jebara and
Shih{-}Fu Chang},
title = {{\textbackslash}({\textbackslash}propto{\textbackslash})SVM for Learning
with Label Proportions},
booktitle = {Proceedings of the 30th International Conference on Machine Learning,
{ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {28},
pages = {504--512},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v28/yu13a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/YuLKJC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuLKJC13,
author = {Felix X. Yu and
Dong Liu and
Sanjiv Kumar and
Tony Jebara and
Shih{-}Fu Chang},
title = {{\textdollar}{\textbackslash}propto{\textdollar}SVM for learning with
label proportions},
journal = {CoRR},
volume = {abs/1306.0886},
year = {2013},
url = {http://arxiv.org/abs/1306.0886},
eprinttype = {arXiv},
eprint = {1306.0886},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuLKJC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KumarMT12,
author = {Sanjiv Kumar and
Mehryar Mohri and
Ameet Talwalkar},
title = {Sampling Methods for the Nystr{\"{o}}m Method},
journal = {J. Mach. Learn. Res.},
volume = {13},
pages = {981--1006},
year = {2012},
url = {https://dl.acm.org/doi/10.5555/2503308.2343678},
doi = {10.5555/2503308.2343678},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KumarMT12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/WangKC12,
author = {Jun Wang and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Semi-Supervised Hashing for Large-Scale Search},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {34},
number = {12},
pages = {2393--2406},
year = {2012},
url = {https://doi.org/10.1109/TPAMI.2012.48},
doi = {10.1109/TPAMI.2012.48},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pami/WangKC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HeKC12,
author = {Junfeng He and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {On the Difficulty of Nearest Neighbor Search},
booktitle = {Proceedings of the 29th International Conference on Machine Learning,
{ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
publisher = {icml.cc / Omnipress},
year = {2012},
url = {http://icml.cc/2012/papers/580.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/HeKC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuWMKC12,
author = {Wei Liu and
Jun Wang and
Yadong Mu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Compact Hyperplane Hashing with Bilinear Functions},
booktitle = {Proceedings of the 29th International Conference on Machine Learning,
{ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
publisher = {icml.cc / Omnipress},
year = {2012},
url = {http://icml.cc/2012/papers/16.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiuWMKC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GongKVL12,
author = {Yunchao Gong and
Sanjiv Kumar and
Vishal Verma and
Svetlana Lazebnik},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Angular Quantization-based Binary Codes for Fast Similarity Search},
booktitle = {Advances in Neural Information Processing Systems 25: 26th Annual
Conference on Neural Information Processing Systems 2012. Proceedings
of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
pages = {1205--1213},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/f5deaeeae1538fb6c45901d524ee2f98-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/GongKVL12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-4618,
author = {Wei Liu and
Jun Wang and
Yadong Mu and
Sanjiv Kumar and
Shih{-}Fu Chang},
title = {Compact Hyperplane Hashing with Bilinear Functions},
journal = {CoRR},
volume = {abs/1206.4618},
year = {2012},
url = {http://arxiv.org/abs/1206.4618},
eprinttype = {arXiv},
eprint = {1206.4618},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1206-4618.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuWKC11,
author = {Wei Liu and
Jun Wang and
Sanjiv Kumar and
Shih{-}Fu Chang},
editor = {Lise Getoor and
Tobias Scheffer},
title = {Hashing with Graphs},
booktitle = {Proceedings of the 28th International Conference on Machine Learning,
{ICML} 2011, Bellevue, Washington, USA, June 28 - July 2, 2011},
pages = {1--8},
publisher = {Omnipress},
year = {2011},
url = {https://icml.cc/2011/papers/6\_icmlpaper.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiuWKC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/MakadiaPK10,
author = {Ameesh Makadia and
Vladimir Pavlovic and
Sanjiv Kumar},
title = {Baselines for Image Annotation},
journal = {Int. J. Comput. Vis.},
volume = {90},
number = {1},
pages = {88--105},
year = {2010},
url = {https://doi.org/10.1007/s11263-010-0338-6},
doi = {10.1007/S11263-010-0338-6},
timestamp = {Tue, 11 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijcv/MakadiaPK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/WangZSKL10,
author = {Zheshen Wang and
Ming Zhao and
Yang Song and
Sanjiv Kumar and
Baoxin Li},
title = {YouTubeCat: Learning to categorize wild web videos},
booktitle = {The Twenty-Third {IEEE} Conference on Computer Vision and Pattern
Recognition, {CVPR} 2010, San Francisco, CA, USA, 13-18 June 2010},
pages = {879--886},
publisher = {{IEEE} Computer Society},
year = {2010},
url = {https://doi.org/10.1109/CVPR.2010.5540125},
doi = {10.1109/CVPR.2010.5540125},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/WangZSKL10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangKC10,
author = {Jun Wang and
Sanjiv Kumar and
Shih{-}Fu Chang},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {Sequential Projection Learning for Hashing with Compact Codes},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {1127--1134},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/178.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangKC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/Kumar10,
author = {Sanjiv Kumar},
editor = {Roberto Cipolla and
Sebastiano Battiato and
Giovanni Maria Farinella},
title = {Discriminative Graphical Models for Context-Based Classification},
booktitle = {Computer Vision: Detection, Recognition and Reconstruction},
series = {Studies in Computational Intelligence},
volume = {285},
pages = {109--134},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-12848-6\_4},
doi = {10.1007/978-3-642-12848-6\_4},
timestamp = {Sat, 19 Oct 2019 19:02:28 +0200},
biburl = {https://dblp.org/rec/series/sci/Kumar10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KumarMT09,
author = {Sanjiv Kumar and
Mehryar Mohri and
Ameet Talwalkar},
editor = {Andrea Pohoreckyj Danyluk and
L{\'{e}}on Bottou and
Michael L. Littman},
title = {On sampling-based approximate spectral decomposition},
booktitle = {Proceedings of the 26th Annual International Conference on Machine
Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
series = {{ACM} International Conference Proceeding Series},
volume = {382},
pages = {553--560},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1553374.1553446},
doi = {10.1145/1553374.1553446},
timestamp = {Tue, 06 Nov 2018 16:58:29 +0100},
biburl = {https://dblp.org/rec/conf/icml/KumarMT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KumarMT09,
author = {Sanjiv Kumar and
Mehryar Mohri and
Ameet Talwalkar},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Ensemble Nystrom Method},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {1060--1068},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/a49e9411d64ff53eccfdd09ad10a15b3-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KumarMT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/KumarMT09,
author = {Sanjiv Kumar and
Mehryar Mohri and
Ameet Talwalkar},
editor = {David A. Van Dyk and
Max Welling},
title = {Sampling Techniques for the Nystrom Method},
booktitle = {Proceedings of the Twelfth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
USA, April 16-18, 2009},
series = {{JMLR} Proceedings},
volume = {5},
pages = {304--311},
publisher = {JMLR.org},
year = {2009},
url = {http://proceedings.mlr.press/v5/kumar09a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KumarMT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/KimKPR08,
author = {Minyoung Kim and
Sanjiv Kumar and
Vladimir Pavlovic and
Henry A. Rowley},
title = {Face tracking and recognition with visual constraints in real-world
videos},
booktitle = {2008 {IEEE} Computer Society Conference on Computer Vision and Pattern
Recognition {(CVPR} 2008), 24-26 June 2008, Anchorage, Alaska, {USA}},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/CVPR.2008.4587572},
doi = {10.1109/CVPR.2008.4587572},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/KimKPR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/TalwalkarKR08,
author = {Ameet Talwalkar and
Sanjiv Kumar and
Henry A. Rowley},
title = {Large-scale manifold learning},
booktitle = {2008 {IEEE} Computer Society Conference on Computer Vision and Pattern
Recognition {(CVPR} 2008), 24-26 June 2008, Anchorage, Alaska, {USA}},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/CVPR.2008.4587670},
doi = {10.1109/CVPR.2008.4587670},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/TalwalkarKR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/MakadiaPK08,
author = {Ameesh Makadia and
Vladimir Pavlovic and
Sanjiv Kumar},
editor = {David A. Forsyth and
Philip H. S. Torr and
Andrew Zisserman},
title = {A New Baseline for Image Annotation},
booktitle = {Computer Vision - {ECCV} 2008, 10th European Conference on Computer
Vision, Marseille, France, October 12-18, 2008, Proceedings, Part
{III}},
series = {Lecture Notes in Computer Science},
volume = {5304},
pages = {316--329},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-88690-7\_24},
doi = {10.1007/978-3-540-88690-7\_24},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eccv/MakadiaPK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/KumarR07,
author = {Sanjiv Kumar and
Henry A. Rowley},
title = {Classification of Weakly-Labeled Data with Partial Equivalence Relations},
booktitle = {{IEEE} 11th International Conference on Computer Vision, {ICCV} 2007,
Rio de Janeiro, Brazil, October 14-20, 2007},
pages = {1--8},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/ICCV.2007.4409047},
doi = {10.1109/ICCV.2007.4409047},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/KumarR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/KumarH06,
author = {Sanjiv Kumar and
Martial Hebert},
title = {Discriminative Random Fields},
journal = {Int. J. Comput. Vis.},
volume = {68},
number = {2},
pages = {179--201},
year = {2006},
url = {https://doi.org/10.1007/s11263-006-7007-9},
doi = {10.1007/S11263-006-7007-9},
timestamp = {Fri, 13 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijcv/KumarH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/RotherKKB05,
author = {Carsten Rother and
Sanjiv Kumar and
Vladimir Kolmogorov and
Andrew Blake},
title = {Digital Tapestry},
booktitle = {2005 {IEEE} Computer Society Conference on Computer Vision and Pattern
Recognition {(CVPR} 2005), 20-26 June 2005, San Diego, CA, {USA}},
pages = {589--596},
publisher = {{IEEE} Computer Society},
year = {2005},
url = {https://doi.org/10.1109/CVPR.2005.130},
doi = {10.1109/CVPR.2005.130},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/RotherKKB05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emmcvpr/KumarAH05,
author = {Sanjiv Kumar and
Jonas August and
Martial Hebert},
editor = {Anand Rangarajan and
Baba C. Vemuri and
Alan L. Yuille},
title = {Exploiting Inference for Approximate Parameter Learning in Discriminative
Fields: An Empirical Study},
booktitle = {Energy Minimization Methods in Computer Vision and Pattern Recognition,
5th International Workshop, {EMMCVPR} 2005, St. Augustine, FL, USA,
November 9-11, 2005, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3757},
pages = {153--168},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11585978\_11},
doi = {10.1007/11585978\_11},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/emmcvpr/KumarAH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/KumarH05,
author = {Sanjiv Kumar and
Martial Hebert},
title = {A Hierarchical Field Framework for Unified Context-Based Classification},
booktitle = {10th {IEEE} International Conference on Computer Vision {(ICCV} 2005),
17-20 October 2005, Beijing, China},
pages = {1284--1291},
publisher = {{IEEE} Computer Society},
year = {2005},
url = {https://doi.org/10.1109/ICCV.2005.9},
doi = {10.1109/ICCV.2005.9},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/KumarH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/NabbeKH04,
author = {Bart C. Nabbe and
Sanjiv Kumar and
Martial Hebert},
title = {Path planning with hallucinated worlds},
booktitle = {2004 {IEEE/RSJ} International Conference on Intelligent Robots and
Systems, Sendai, Japan, September 28 - October 2, 2004},
pages = {3123--3130},
publisher = {{IEEE}},
year = {2004},
url = {https://doi.org/10.1109/IROS.2004.1389898},
doi = {10.1109/IROS.2004.1389898},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/iros/NabbeKH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ivc/KumarLH03,
author = {Sanjiv Kumar and
Alexander C. Loui and
Martial Hebert},
title = {An observation-constrained generative approach for probabilistic classification
of image regions},
journal = {Image Vis. Comput.},
volume = {21},
number = {1},
pages = {87--97},
year = {2003},
url = {https://doi.org/10.1016/S0262-8856(02)00125-7},
doi = {10.1016/S0262-8856(02)00125-7},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ivc/KumarLH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/KumarH03,
author = {Sanjiv Kumar and
Martial Hebert},
title = {Man-Made Structure Detection in Natural Images using a Causal Multiscale
Random Field},
booktitle = {2003 {IEEE} Computer Society Conference on Computer Vision and Pattern
Recognition {(CVPR} 2003), 16-22 June 2003, Madison, WI, {USA}},
pages = {119--126},
publisher = {{IEEE} Computer Society},
year = {2003},
url = {https://doi.org/10.1109/CVPR.2003.1211345},
doi = {10.1109/CVPR.2003.1211345},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/KumarH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/KumarH03,
author = {Sanjiv Kumar and
Martial Hebert},
title = {Discriminative Random Fields: {A} Discriminative Framework for Contextual
Interaction in Classification},
booktitle = {9th {IEEE} International Conference on Computer Vision {(ICCV} 2003),
14-17 October 2003, Nice, France},
pages = {1150--1159},
publisher = {{IEEE} Computer Society},
year = {2003},
url = {https://doi.org/10.1109/ICCV.2003.1238478},
doi = {10.1109/ICCV.2003.1238478},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/KumarH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KumarH03,
author = {Sanjiv Kumar and
Martial Hebert},
editor = {Sebastian Thrun and
Lawrence K. Saul and
Bernhard Sch{\"{o}}lkopf},
title = {Discriminative Fields for Modeling Spatial Dependencies in Natural
Images},
booktitle = {Advances in Neural Information Processing Systems 16 [Neural Information
Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
Whistler, British Columbia, Canada]},
pages = {1531--1538},
publisher = {{MIT} Press},
year = {2003},
url = {https://proceedings.neurips.cc/paper/2003/hash/92049debbe566ca5782a3045cf300a3c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KumarH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ar/KumarKA00,
author = {Sanjiv Kumar and
Irwan M. Kassim and
Vijayan K. Asari},
title = {Design of a vision-guided microrobotic colonoscopy system},
journal = {Adv. Robotics},
volume = {14},
number = {2},
pages = {87--104},
year = {2000},
url = {https://doi.org/10.1163/156855300741465},
doi = {10.1163/156855300741465},
timestamp = {Sat, 25 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ar/KumarKA00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jirs/AsariKK00,
author = {Vijayan K. Asari and
Sanjiv Kumar and
Irwan M. Kassim},
title = {A Fully Autonomous Microrobotic Endoscopy System},
journal = {J. Intell. Robotic Syst.},
volume = {28},
number = {4},
pages = {325--341},
year = {2000},
url = {https://doi.org/10.1023/A:1008161411382},
doi = {10.1023/A:1008161411382},
timestamp = {Tue, 07 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jirs/AsariKK00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mam/AsariSKR99,
author = {K. Vijayan Asari and
Thambipillai Srikanthan and
Sanjiv Kumar and
D. Radhakrishnan},
title = {A pipelined architecture for image segmentation by adaptive progressive
thresholding},
journal = {Microprocess. Microsystems},
volume = {23},
number = {8-9},
pages = {493--499},
year = {1999},
url = {https://doi.org/10.1016/S0141-9331(99)00057-5},
doi = {10.1016/S0141-9331(99)00057-5},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mam/AsariSKR99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmi/AsariKR99,
author = {K. Vijayan Asari and
Sanjiv Kumar and
D. Radhakrishnan},
title = {A New Approach for Nonlinear Distortion Correction in Endoscopic Images
Based on Least Squares Estimation},
journal = {{IEEE} Trans. Medical Imaging},
volume = {18},
number = {4},
pages = {345--354},
year = {1999},
url = {https://doi.org/10.1109/42.768843},
doi = {10.1109/42.768843},
timestamp = {Thu, 18 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmi/AsariKR99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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