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@article{DBLP:journals/corr/abs-2402-10357,
author = {Xiang Cheng and
Jingzhao Zhang and
Suvrit Sra},
title = {Efficient Sampling on Riemannian Manifolds via Langevin {MCMC}},
journal = {CoRR},
volume = {abs/2402.10357},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.10357},
doi = {10.48550/ARXIV.2402.10357},
eprinttype = {arXiv},
eprint = {2402.10357},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-10357.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mp/WeberS23,
author = {Melanie Weber and
Suvrit Sra},
title = {Riemannian Optimization via Frank-Wolfe Methods},
journal = {Math. Program.},
volume = {199},
number = {1},
pages = {525--556},
year = {2023},
url = {https://doi.org/10.1007/s10107-022-01840-5},
doi = {10.1007/S10107-022-01840-5},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/WeberS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamjo/ZhangZS23,
author = {Peiyuan Zhang and
Jingzhao Zhang and
Suvrit Sra},
title = {Sion's Minimax Theorem in Geodesic Metric Spaces and a Riemannian
Extragradient Algorithm},
journal = {{SIAM} J. Optim.},
volume = {33},
number = {4},
pages = {2885--2908},
year = {2023},
url = {https://doi.org/10.1137/22m1505475},
doi = {10.1137/22M1505475},
timestamp = {Fri, 03 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/siamjo/ZhangZS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/TianZTS23,
author = {Yi Tian and
Kaiqing Zhang and
Russ Tedrake and
Suvrit Sra},
title = {Toward Understanding State Representation Learning in MuZero: {A}
Case Study in Linear Quadratic Gaussian Control},
booktitle = {62nd {IEEE} Conference on Decision and Control, {CDC} 2023, Singapore,
December 13-15, 2023},
pages = {6166--6171},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CDC49753.2023.10383754},
doi = {10.1109/CDC49753.2023.10383754},
timestamp = {Mon, 29 Jan 2024 17:30:32 +0100},
biburl = {https://dblp.org/rec/conf/cdc/TianZTS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LimRZSSMJ23,
author = {Derek Lim and
Joshua David Robinson and
Lingxiao Zhao and
Tess E. Smidt and
Suvrit Sra and
Haggai Maron and
Stefanie Jegelka},
title = {Sign and Basis Invariant Networks for Spectral Graph Representation
Learning},
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=Q-UHqMorzil},
timestamp = {Fri, 30 Jun 2023 14:38:38 +0200},
biburl = {https://dblp.org/rec/conf/iclr/LimRZSSMJ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/0001S23,
author = {Melanie Weber and
Suvrit Sra},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Global optimality for Euclidean {CCCP} under Riemannian convexity},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {36790--36803},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/weber23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/0001S23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WuYS23,
author = {David Xing Wu and
Chulhee Yun and
Suvrit Sra},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {On the Training Instability of Shuffling {SGD} with Batch Normalization},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {37787--37845},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/wu23x.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WuYS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/TianZTS23,
author = {Yi Tian and
Kaiqing Zhang and
Russ Tedrake and
Suvrit Sra},
editor = {Nikolai Matni and
Manfred Morari and
George J. Pappas},
title = {Can Direct Latent Model Learning Solve Linear Quadratic Gaussian Control?},
booktitle = {Learning for Dynamics and Control Conference, {L4DC} 2023, 15-16 June
2023, Philadelphia, PA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {211},
pages = {51--63},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v211/tian23a.html},
timestamp = {Fri, 16 Jun 2023 14:48:17 +0200},
biburl = {https://dblp.org/rec/conf/l4dc/TianZTS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/0002AS23,
author = {Yan Dai and
Kwangjun Ahn and
Suvrit Sra},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {The Crucial Role of Normalization in Sharpness-Aware Minimization},
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/d616a353c711f11c722e3f28d2d9e956-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/0002AS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AhnCDS23,
author = {Kwangjun Ahn and
Xiang Cheng and
Hadi Daneshmand and
Suvrit Sra},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Transformers learn to implement preconditioned gradient descent for
in-context learning},
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/8ed3d610ea4b68e7afb30ea7d01422c6-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AhnCDS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-12444,
author = {David Xing Wu and
Chulhee Yun and
Suvrit Sra},
title = {On the Training Instability of Shuffling {SGD} with Batch Normalization},
journal = {CoRR},
volume = {abs/2302.12444},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.12444},
doi = {10.48550/ARXIV.2302.12444},
eprinttype = {arXiv},
eprint = {2302.12444},
timestamp = {Thu, 17 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-12444.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-15287,
author = {Yan Dai and
Kwangjun Ahn and
Suvrit Sra},
title = {The Crucial Role of Normalization in Sharpness-Aware Minimization},
journal = {CoRR},
volume = {abs/2305.15287},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.15287},
doi = {10.48550/ARXIV.2305.15287},
eprinttype = {arXiv},
eprint = {2305.15287},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-15287.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-15659,
author = {Kwangjun Ahn and
Ali Jadbabaie and
Suvrit Sra},
title = {How to escape sharp minima},
journal = {CoRR},
volume = {abs/2305.15659},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.15659},
doi = {10.48550/ARXIV.2305.15659},
eprinttype = {arXiv},
eprint = {2305.15659},
timestamp = {Tue, 06 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-15659.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-00297,
author = {Kwangjun Ahn and
Xiang Cheng and
Hadi Daneshmand and
Suvrit Sra},
title = {Transformers learn to implement preconditioned gradient descent for
in-context learning},
journal = {CoRR},
volume = {abs/2306.00297},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.00297},
doi = {10.48550/ARXIV.2306.00297},
eprinttype = {arXiv},
eprint = {2306.00297},
timestamp = {Mon, 12 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-00297.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-04456,
author = {Adarsh Barik and
Suvrit Sra and
Jean Honorio},
title = {Invex Programs: First Order Algorithms and Their Convergence},
journal = {CoRR},
volume = {abs/2307.04456},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.04456},
doi = {10.48550/ARXIV.2307.04456},
eprinttype = {arXiv},
eprint = {2307.04456},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-04456.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-01082,
author = {Kwangjun Ahn and
Xiang Cheng and
Minhak Song and
Chulhee Yun and
Ali Jadbabaie and
Suvrit Sra},
title = {Linear attention is (maybe) all you need (to understand transformer
optimization)},
journal = {CoRR},
volume = {abs/2310.01082},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.01082},
doi = {10.48550/ARXIV.2310.01082},
eprinttype = {arXiv},
eprint = {2310.01082},
timestamp = {Wed, 18 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-01082.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-06528,
author = {Xiang Cheng and
Yuxin Chen and
Suvrit Sra},
title = {Transformers Implement Functional Gradient Descent to Learn Non-Linear
Functions In Context},
journal = {CoRR},
volume = {abs/2312.06528},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.06528},
doi = {10.48550/ARXIV.2312.06528},
eprinttype = {arXiv},
eprint = {2312.06528},
timestamp = {Thu, 04 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-06528.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ShahSCC22,
author = {Anshul Shah and
Suvrit Sra and
Rama Chellappa and
Anoop Cherian},
title = {Max-Margin Contrastive Learning},
booktitle = {Thirty-Sixth {AAAI} Conference on Artificial Intelligence, {AAAI}
2022, Thirty-Fourth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2022, The Twelveth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2022 Virtual Event, February 22
- March 1, 2022},
pages = {8220--8230},
publisher = {{AAAI} Press},
year = {2022},
url = {https://doi.org/10.1609/aaai.v36i8.20796},
doi = {10.1609/AAAI.V36I8.20796},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ShahSCC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/JinS22,
author = {Jikai Jin and
Suvrit Sra},
editor = {Po{-}Ling Loh and
Maxim Raginsky},
title = {Understanding Riemannian Acceleration via a Proximal Extragradient
Framework},
booktitle = {Conference on Learning Theory, 2-5 July 2022, London, {UK}},
series = {Proceedings of Machine Learning Research},
volume = {178},
pages = {2924--2962},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v178/jin22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:51 +0200},
biburl = {https://dblp.org/rec/conf/colt/JinS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YunRS22,
author = {Chulhee Yun and
Shashank Rajput and
Suvrit Sra},
title = {Minibatch vs Local {SGD} with Shuffling: Tight Convergence Bounds
and Beyond},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=LdlwbBP2mlq},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YunRS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AhnZS22,
author = {Kwangjun Ahn and
Jingzhao Zhang and
Suvrit Sra},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Understanding the unstable convergence of gradient descent},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {247--257},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/ahn22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/AhnZS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZhangLDSJ22,
author = {Jingzhao Zhang and
Hongzhou Lin and
Subhro Das and
Suvrit Sra and
Ali Jadbabaie},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation
Improves Instance Complexity},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {26347--26361},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/zhang22r.html},
timestamp = {Tue, 12 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ZhangLDSJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZhangLSJ22,
author = {Jingzhao Zhang and
Haochuan Li and
Suvrit Sra and
Ali Jadbabaie},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Neural Network Weights Do Not Converge to Stationary Points: An Invariant
Measure Perspective},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {26330--26346},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/zhang22q.html},
timestamp = {Tue, 12 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ZhangLSJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/l4dc/ManiaJSS22,
author = {Horia Mania and
Ali Jadbabaie and
Devavrat Shah and
Suvrit Sra},
editor = {Roya Firoozi and
Negar Mehr and
Esen Yel and
Rika Antonova and
Jeannette Bohg and
Mac Schwager and
Mykel J. Kochenderfer},
title = {Time Varying Regression with Hidden Linear Dynamics},
booktitle = {Learning for Dynamics and Control Conference, {L4DC} 2022, 23-24 June
2022, Stanford University, Stanford, CA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {168},
pages = {858--869},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v168/mania22a.html},
timestamp = {Fri, 20 May 2022 14:36:40 +0200},
biburl = {https://dblp.org/rec/conf/l4dc/ManiaJSS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChengZS22,
author = {Xiang Cheng and
Jingzhao Zhang and
Suvrit Sra},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Efficient Sampling on Riemannian Manifolds via Langevin {MCMC}},
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/27c852e9d6c76890ca633f111c556a4f-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ChengZS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YurtseverS22,
author = {Alp Yurtsever and
Suvrit Sra},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {{CCCP} is Frank-Wolfe in disguise},
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/e589022774244df75b97eae18bb3628d-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YurtseverS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sosa/AhnS22,
author = {Kwangjun Ahn and
Suvrit Sra},
editor = {Karl Bringmann and
Timothy M. Chan},
title = {Understanding Nesterov's Acceleration via Proximal Point Method},
booktitle = {5th Symposium on Simplicity in Algorithms, SOSA@SODA 2022, Virtual
Conference, January 10-11, 2022},
pages = {117--130},
publisher = {{SIAM}},
year = {2022},
url = {https://doi.org/10.1137/1.9781611977066.9},
doi = {10.1137/1.9781611977066.9},
timestamp = {Sat, 19 Aug 2023 18:10:48 +0200},
biburl = {https://dblp.org/rec/conf/sosa/AhnS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-06950,
author = {Peiyuan Zhang and
Jingzhao Zhang and
Suvrit Sra},
title = {Minimax in Geodesic Metric Spaces: Sion's Theorem and Algorithms},
journal = {CoRR},
volume = {abs/2202.06950},
year = {2022},
url = {https://arxiv.org/abs/2202.06950},
eprinttype = {arXiv},
eprint = {2202.06950},
timestamp = {Tue, 01 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-06950.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-13013,
author = {Derek Lim and
Joshua Robinson and
Lingxiao Zhao and
Tess E. Smidt and
Suvrit Sra and
Haggai Maron and
Stefanie Jegelka},
title = {Sign and Basis Invariant Networks for Spectral Graph Representation
Learning},
journal = {CoRR},
volume = {abs/2202.13013},
year = {2022},
url = {https://arxiv.org/abs/2202.13013},
eprinttype = {arXiv},
eprint = {2202.13013},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-13013.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-01050,
author = {Kwangjun Ahn and
Jingzhao Zhang and
Suvrit Sra},
title = {Understanding the unstable convergence of gradient descent},
journal = {CoRR},
volume = {abs/2204.01050},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.01050},
doi = {10.48550/ARXIV.2204.01050},
eprinttype = {arXiv},
eprint = {2204.01050},
timestamp = {Wed, 06 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-01050.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-11426,
author = {Suvrit Sra and
Melanie Weber},
title = {On a class of geodesically convex optimization problems solved via
Euclidean {MM} methods},
journal = {CoRR},
volume = {abs/2206.11426},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.11426},
doi = {10.48550/ARXIV.2206.11426},
eprinttype = {arXiv},
eprint = {2206.11426},
timestamp = {Tue, 28 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-11426.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-05013,
author = {Melanie Weber and
Suvrit Sra},
title = {Computing Brascamp-Lieb Constants through the lens of Thompson Geometry},
journal = {CoRR},
volume = {abs/2208.05013},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.05013},
doi = {10.48550/ARXIV.2208.05013},
eprinttype = {arXiv},
eprint = {2208.05013},
timestamp = {Wed, 17 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-05013.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-14511,
author = {Yi Tian and
Kaiqing Zhang and
Russ Tedrake and
Suvrit Sra},
title = {Can Direct Latent Model Learning Solve Linear Quadratic Gaussian Control?},
journal = {CoRR},
volume = {abs/2212.14511},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.14511},
doi = {10.48550/ARXIV.2212.14511},
eprinttype = {arXiv},
eprint = {2212.14511},
timestamp = {Sun, 08 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-14511.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/YunSJ21,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
editor = {Mikhail Belkin and
Samory Kpotufe},
title = {Open Problem: Can Single-Shuffle {SGD} be Better than Reshuffling
{SGD} and GD?},
booktitle = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
Colorado, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {134},
pages = {4653--4658},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v134/open-problem-yun21a.html},
timestamp = {Wed, 25 Aug 2021 17:11:16 +0200},
biburl = {https://dblp.org/rec/conf/colt/YunSJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/RobinsonCSJ21,
author = {Joshua David Robinson and
Ching{-}Yao Chuang and
Suvrit Sra and
Stefanie Jegelka},
title = {Contrastive Learning with Hard Negative Samples},
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=CR1XOQ0UTh-},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/RobinsonCSJ21.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/Tian0YS21,
author = {Yi Tian and
Yuanhao Wang and
Tiancheng Yu and
Suvrit Sra},
editor = {Marina Meila and
Tong Zhang},
title = {Online Learning in Unknown Markov Games},
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 = {10279--10288},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/tian21b.html},
timestamp = {Thu, 17 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/Tian0YS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YuTZS21,
author = {Tiancheng Yu and
Yi Tian and
Jingzhao Zhang and
Suvrit Sra},
editor = {Marina Meila and
Tong Zhang},
title = {Provably Efficient Algorithms for Multi-Objective Competitive {RL}},
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 = {12167--12176},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/yu21b.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/YuTZS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YurtseverMS21,
author = {Alp Yurtsever and
Varun Mangalick and
Suvrit Sra},
editor = {Marina Meila and
Tong Zhang},
title = {Three Operator Splitting with a Nonconvex Loss Function},
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 = {12267--12277},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/yurtsever21a.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/YurtseverMS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RobinsonSYBJS21,
author = {Joshua Robinson and
Li Sun and
Ke Yu and
Kayhan Batmanghelich and
Stefanie Jegelka and
Suvrit Sra},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Can contrastive learning avoid shortcut solutions?},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {4974--4986},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/27934a1f19d678a1377c257b9a780e80-Abstract.html},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/RobinsonSYBJS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YurtseverGS21,
author = {Alp Yurtsever and
Alex Gu and
Suvrit Sra},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Three Operator Splitting with Subgradients, Stochastic Gradients,
and Adaptive Learning Rates},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {19743--19756},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/a4267159aa970aa5a6542bcbb7ef575e-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/YurtseverGS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-03192,
author = {Tiancheng Yu and
Yi Tian and
Jingzhao Zhang and
Suvrit Sra},
title = {Provably Efficient Algorithms for Multi-Objective Competitive {RL}},
journal = {CoRR},
volume = {abs/2102.03192},
year = {2021},
url = {https://arxiv.org/abs/2102.03192},
eprinttype = {arXiv},
eprint = {2102.03192},
timestamp = {Wed, 10 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-03192.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-07079,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Can Single-Shuffle {SGD} be Better than Reshuffling {SGD} and GD?},
journal = {CoRR},
volume = {abs/2103.07079},
year = {2021},
url = {https://arxiv.org/abs/2103.07079},
eprinttype = {arXiv},
eprint = {2103.07079},
timestamp = {Tue, 23 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-07079.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-11230,
author = {Joshua Robinson and
Li Sun and
Ke Yu and
Kayhan Batmanghelich and
Stefanie Jegelka and
Suvrit Sra},
title = {Can contrastive learning avoid shortcut solutions?},
journal = {CoRR},
volume = {abs/2106.11230},
year = {2021},
url = {https://arxiv.org/abs/2106.11230},
eprinttype = {arXiv},
eprint = {2106.11230},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-11230.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-06256,
author = {Jingzhao Zhang and
Haochuan Li and
Suvrit Sra and
Ali Jadbabaie},
title = {On Convergence of Training Loss Without Reaching Stationary Points},
journal = {CoRR},
volume = {abs/2110.06256},
year = {2021},
url = {https://arxiv.org/abs/2110.06256},
eprinttype = {arXiv},
eprint = {2110.06256},
timestamp = {Fri, 22 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-06256.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-10342,
author = {Chulhee Yun and
Shashank Rajput and
Suvrit Sra},
title = {Minibatch vs Local {SGD} with Shuffling: Tight Convergence Bounds
and Beyond},
journal = {CoRR},
volume = {abs/2110.10342},
year = {2021},
url = {https://arxiv.org/abs/2110.10342},
eprinttype = {arXiv},
eprint = {2110.10342},
timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-10342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-02763,
author = {Jikai Jin and
Suvrit Sra},
title = {A Riemannian Accelerated Proximal Extragradient Framework and its
Implications},
journal = {CoRR},
volume = {abs/2111.02763},
year = {2021},
url = {https://arxiv.org/abs/2111.02763},
eprinttype = {arXiv},
eprint = {2111.02763},
timestamp = {Fri, 05 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-02763.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-11450,
author = {Anshul Shah and
Suvrit Sra and
Rama Chellappa and
Anoop Cherian},
title = {Max-Margin Contrastive Learning},
journal = {CoRR},
volume = {abs/2112.11450},
year = {2021},
url = {https://arxiv.org/abs/2112.11450},
eprinttype = {arXiv},
eprint = {2112.11450},
timestamp = {Tue, 04 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-11450.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/HariharanSGSASF20,
author = {Ramkumar Hariharan and
Johnna Sundberg and
Giacomo Gallino and
Ashley Schmidt and
Drew Arenth and
Suvrit Sra and
Benjamin Fels},
title = {An Interpretable Predictive Model of Vaccine Utilization for Tanzania},
journal = {Frontiers Artif. Intell.},
volume = {3},
pages = {559617},
year = {2020},
url = {https://doi.org/10.3389/frai.2020.559617},
doi = {10.3389/FRAI.2020.559617},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/HariharanSGSASF20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mp/HosseiniS20,
author = {Reshad Hosseini and
Suvrit Sra},
title = {An alternative to {EM} for Gaussian mixture models: batch and stochastic
Riemannian optimization},
journal = {Math. Program.},
volume = {181},
number = {1},
pages = {187--223},
year = {2020},
url = {https://doi.org/10.1007/s10107-019-01381-4},
doi = {10.1007/S10107-019-01381-4},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/HosseiniS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acml/YgerCBS20,
author = {Florian Yger and
Sylvain Chevallier and
Quentin Barth{\'{e}}lemy and
Suvrit Sra},
editor = {Sinno Jialin Pan and
Masashi Sugiyama},
title = {Geodesically-convex optimization for averaging partially observed
covariance matrices},
booktitle = {Proceedings of The 12th Asian Conference on Machine Learning, {ACML}
2020, 18-20 November 2020, Bangkok, Thailand},
series = {Proceedings of Machine Learning Research},
volume = {129},
pages = {417--432},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v129/yger20a.html},
timestamp = {Fri, 11 Dec 2020 11:11:05 +0100},
biburl = {https://dblp.org/rec/conf/acml/YgerCBS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AhnS20,
author = {Kwangjun Ahn and
Suvrit Sra},
editor = {Jacob D. Abernethy and
Shivani Agarwal},
title = {From Nesterov's Estimate Sequence to Riemannian Acceleration},
booktitle = {Conference on Learning Theory, {COLT} 2020, 9-12 July 2020, Virtual
Event [Graz, Austria]},
series = {Proceedings of Machine Learning Research},
volume = {125},
pages = {84--118},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v125/ahn20a.html},
timestamp = {Fri, 27 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/colt/AhnS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZhangHSJ20,
author = {Jingzhao Zhang and
Tianxing He and
Suvrit Sra and
Ali Jadbabaie},
title = {Why Gradient Clipping Accelerates Training: {A} Theoretical Justification
for Adaptivity},
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=BJgnXpVYwS},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ZhangHSJ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/JinJLSY20,
author = {Chi Jin and
Tiancheng Jin and
Haipeng Luo and
Suvrit Sra and
Tiancheng Yu},
title = {Learning Adversarial Markov Decision Processes with Bandit Feedback
and Unknown Transition},
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 = {4860--4869},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/jin20c.html},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/JinJLSY20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RobinsonJS20,
author = {Joshua Robinson and
Stefanie Jegelka and
Suvrit Sra},
title = {Strength from Weakness: Fast Learning Using Weak Supervision},
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 = {8127--8136},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/robinson20a.html},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/RobinsonJS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZhangLJSJ20,
author = {Jingzhao Zhang and
Hongzhou Lin and
Stefanie Jegelka and
Suvrit Sra and
Ali Jadbabaie},
title = {Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions},
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 = {11173--11182},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/zhang20p.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/ZhangLJSJ20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AhnYS20,
author = {Kwangjun Ahn and
Chulhee Yun and
Suvrit Sra},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {{SGD} with shuffling: optimal rates without component convexity and
large epoch requirements},
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/cb8acb1dc9821bf74e6ca9068032d623-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AhnYS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TianQS20,
author = {Yi Tian and
Jian Qian and
Suvrit Sra},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Towards Minimax Optimal Reinforcement Learning in Factored Markov
Decision Processes},
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/e61eaa38aed621dd776d0e67cfeee366-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TianQS20.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-2002-04130,
author = {Jingzhao Zhang and
Hongzhou Lin and
Suvrit Sra and
Ali Jadbabaie},
title = {On Complexity of Finding Stationary Points of Nonsmooth Nonconvex
Functions},
journal = {CoRR},
volume = {abs/2002.04130},
year = {2020},
url = {https://arxiv.org/abs/2002.04130},
eprinttype = {arXiv},
eprint = {2002.04130},
timestamp = {Wed, 12 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-04130.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-08483,
author = {Joshua Robinson and
Stefanie Jegelka and
Suvrit Sra},
title = {Strength from Weakness: Fast Learning Using Weak Supervision},
journal = {CoRR},
volume = {abs/2002.08483},
year = {2020},
url = {https://arxiv.org/abs/2002.08483},
eprinttype = {arXiv},
eprint = {2002.08483},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-08483.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-08657,
author = {Kwangjun Ahn and
Suvrit Sra},
title = {On Tight Convergence Rates of Without-replacement {SGD}},
journal = {CoRR},
volume = {abs/2004.08657},
year = {2020},
url = {https://arxiv.org/abs/2004.08657},
eprinttype = {arXiv},
eprint = {2004.08657},
timestamp = {Thu, 23 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-08657.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-04429,
author = {Jingzhao Zhang and
Hongzhou Lin and
Subhro Das and
Suvrit Sra and
Ali Jadbabaie},
title = {Stochastic Optimization with Non-stationary Noise},
journal = {CoRR},
volume = {abs/2006.04429},
year = {2020},
url = {https://arxiv.org/abs/2006.04429},
eprinttype = {arXiv},
eprint = {2006.04429},
timestamp = {Fri, 12 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-04429.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-13405,
author = {Yi Tian and
Jian Qian and
Suvrit Sra},
title = {Towards Minimax Optimal Reinforcement Learning in Factored Markov
Decision Processes},
journal = {CoRR},
volume = {abs/2006.13405},
year = {2020},
url = {https://arxiv.org/abs/2006.13405},
eprinttype = {arXiv},
eprint = {2006.13405},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-13405.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-04592,
author = {Joshua Robinson and
Ching{-}Yao Chuang and
Suvrit Sra and
Stefanie Jegelka},
title = {Contrastive Learning with Hard Negative Samples},
journal = {CoRR},
volume = {abs/2010.04592},
year = {2020},
url = {https://arxiv.org/abs/2010.04592},
eprinttype = {arXiv},
eprint = {2010.04592},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-04592.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-2010-15020,
author = {Yi Tian and
Yuanhao Wang and
Tiancheng Yu and
Suvrit Sra},
title = {Provably Efficient Online Agnostic Learning in Markov Games},
journal = {CoRR},
volume = {abs/2010.15020},
year = {2020},
url = {https://arxiv.org/abs/2010.15020},
eprinttype = {arXiv},
eprint = {2010.15020},
timestamp = {Thu, 17 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-15020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-15483,
author = {Horia Mania and
Suvrit Sra},
title = {Why do classifier accuracies show linear trends under distribution
shift?},
journal = {CoRR},
volume = {abs/2012.15483},
year = {2020},
url = {https://arxiv.org/abs/2012.15483},
eprinttype = {arXiv},
eprint = {2012.15483},
timestamp = {Fri, 08 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-15483.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/MarietGS19,
author = {Zelda Mariet and
Mike Gartrell and
Suvrit Sra},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Learning Determinantal Point Processes by Corrective Negative Sampling},
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 = {2251--2260},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/mariet19b.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/MarietGS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/ZhangSJ19,
author = {Jingzhao Zhang and
Suvrit Sra and
Ali Jadbabaie},
title = {Acceleration in First Order Quasi-strongly Convex Optimization by
{ODE} Discretization},
booktitle = {58th {IEEE} Conference on Decision and Control, {CDC} 2019, Nice,
France, December 11-13, 2019},
pages = {1501--1506},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/CDC40024.2019.9030046},
doi = {10.1109/CDC40024.2019.9030046},
timestamp = {Fri, 04 Mar 2022 13:30:46 +0100},
biburl = {https://dblp.org/rec/conf/cdc/ZhangSJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YunSJ19,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Efficiently testing local optimality and escaping saddles for ReLU
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=HylTXn0qYX},
timestamp = {Thu, 25 Jul 2019 13:03:15 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YunSJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YunSJ19a,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Small nonlinearities in activation functions create bad local minima
in 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=rke\_YiRct7},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YunSJ19a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HaochenS19,
author = {Jeff Z. HaoChen and
Suvrit Sra},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Random Shuffling Beats {SGD} after Finite Epochs},
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 = {2624--2633},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/haochen19a.html},
timestamp = {Thu, 25 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/HaochenS19.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 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/StaibRKKS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YurtseverSC19,
author = {Alp Yurtsever and
Suvrit Sra and
Volkan Cevher},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Conditional Gradient Methods via Stochastic Path-Integrated Differential
Estimator},
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 = {7282--7291},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/yurtsever19b.html},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/YurtseverSC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RobinsonSJ19,
author = {Joshua Robinson and
Suvrit Sra and
Stefanie Jegelka},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Flexible Modeling of Diversity with Strongly Log-Concave Distributions},
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 = {15199--15209},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/d55eaf8506f9046a88b8730781830194-Abstract.html},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/RobinsonSJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YunSJ19,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Small ReLU networks are powerful memorizers: a tight analysis of memorization
capacity},
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 = {15532--15543},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/dbea3d0e2a17c170c412c74273778159-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YunSJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YunSJ19a,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Are deep ResNets provably better than linear predictors?},
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 = {15660--15669},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/661c1c090ff5831a647202397c61d73c-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YunSJ19a.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-1905-11881,
author = {Jingzhao Zhang and
Tianxing He and
Suvrit Sra and
Ali Jadbabaie},
title = {Analysis of Gradient Clipping and Adaptive Scaling with a Relaxed
Smoothness Condition},
journal = {CoRR},
volume = {abs/1905.11881},
year = {2019},
url = {http://arxiv.org/abs/1905.11881},
eprinttype = {arXiv},
eprint = {1905.11881},
timestamp = {Mon, 03 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-11881.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-05413,
author = {Joshua Robinson and
Suvrit Sra and
Stefanie Jegelka},
title = {Flexible Modeling of Diversity with Strongly Log-Concave Distributions},
journal = {CoRR},
volume = {abs/1906.05413},
year = {2019},
url = {http://arxiv.org/abs/1906.05413},
eprinttype = {arXiv},
eprint = {1906.05413},
timestamp = {Wed, 21 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-05413.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-03922,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Are deep ResNets provably better than linear predictors?},
journal = {CoRR},
volume = {abs/1907.03922},
year = {2019},
url = {http://arxiv.org/abs/1907.03922},
eprinttype = {arXiv},
eprint = {1907.03922},
timestamp = {Wed, 17 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-03922.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-04194,
author = {Melanie Weber and
Suvrit Sra},
title = {Nonconvex stochastic optimization on manifolds via Riemannian Frank-Wolfe
methods},
journal = {CoRR},
volume = {abs/1910.04194},
year = {2019},
url = {http://arxiv.org/abs/1910.04194},
eprinttype = {arXiv},
eprint = {1910.04194},
timestamp = {Wed, 16 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-04194.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02643,
author = {Suvrit Sra},
title = {Metrics Induced by Quantum Jensen-Shannon-Reny{\'{\i}} and Related
Divergences},
journal = {CoRR},
volume = {abs/1911.02643},
year = {2019},
url = {http://arxiv.org/abs/1911.02643},
eprinttype = {arXiv},
eprint = {1911.02643},
timestamp = {Mon, 11 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-02643.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/jmlr/JimenezS18,
author = {{\'{A}}lvaro Barbero Jim{\'{e}}nez and
Suvrit Sra},
title = {Modular Proximal Optimization for Multidimensional Total-Variation
Regularization},
journal = {J. Mach. Learn. Res.},
volume = {19},
pages = {56:1--56:82},
year = {2018},
url = {http://jmlr.org/papers/v19/13-538.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/JimenezS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ReddiZSPBSS18,
author = {Sashank J. Reddi and
Manzil Zaheer and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Francis R. Bach and
Ruslan Salakhutdinov and
Alexander J. Smola},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {A Generic Approach for Escaping Saddle points},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {1233--1242},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/reddi18a.html},
timestamp = {Mon, 09 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aistats/ReddiZSPBSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/approx/SraVY18,
author = {Suvrit Sra and
Nisheeth K. Vishnoi and
Ozan Yildiz},
editor = {Eric Blais and
Klaus Jansen and
Jos{\'{e}} D. P. Rolim and
David Steurer},
title = {On Geodesically Convex Formulations for the Brascamp-Lieb Constant},
booktitle = {Approximation, Randomization, and Combinatorial Optimization. Algorithms
and Techniques, {APPROX/RANDOM} 2018, August 20-22, 2018 - Princeton,
NJ, {USA}},
series = {LIPIcs},
volume = {116},
pages = {25:1--25:15},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
year = {2018},
url = {https://doi.org/10.4230/LIPIcs.APPROX-RANDOM.2018.25},
doi = {10.4230/LIPICS.APPROX-RANDOM.2018.25},
timestamp = {Tue, 21 Sep 2021 09:36:24 +0200},
biburl = {https://dblp.org/rec/conf/approx/SraVY18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZhangS18,
author = {Hongyi Zhang and
Suvrit Sra},
editor = {S{\'{e}}bastien Bubeck and
Vianney Perchet and
Philippe Rigollet},
title = {An Estimate Sequence for Geodesically Convex Optimization},
booktitle = {Conference On Learning Theory, {COLT} 2018, Stockholm, Sweden, 6-9
July 2018},
series = {Proceedings of Machine Learning Research},
volume = {75},
pages = {1703--1723},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v75/zhang18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:23 +0200},
biburl = {https://dblp.org/rec/conf/colt/ZhangS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/CherianSGH18,
author = {Anoop Cherian and
Suvrit Sra and
Stephen Gould and
Richard Hartley},
title = {Non-Linear Temporal Subspace Representations for Activity Recognition},
booktitle = {2018 {IEEE} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2018, Salt Lake City, UT, USA, June 18-22, 2018},
pages = {2197--2206},
publisher = {Computer Vision Foundation / {IEEE} Computer Society},
year = {2018},
url = {http://openaccess.thecvf.com/content\_cvpr\_2018/html/Cherian\_Non-Linear\_Temporal\_Subspace\_CVPR\_2018\_paper.html},
doi = {10.1109/CVPR.2018.00234},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/CherianSGH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LiAXJS18,
author = {Chengtao Li and
David Alvarez{-}Melis and
Keyulu Xu and
Stefanie Jegelka and
Suvrit Sra},
title = {Distributional Adversarial Networks},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Workshop Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=HJtk5HkDG},
timestamp = {Thu, 04 Apr 2019 13:20:09 +0200},
biburl = {https://dblp.org/rec/conf/iclr/LiAXJS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YunSJ18,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Global Optimality Conditions for Deep Neural Networks},
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=BJk7Gf-CZ},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YunSJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MarietSJ18,
author = {Zelda E. Mariet and
Suvrit Sra and
Stefanie Jegelka},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Exponentiated Strongly Rayleigh Distributions},
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 = {4464--4474},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/1c6a0198177bfcc9bd93f6aab94aad3c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MarietSJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangMSJ18,
author = {Jingzhao Zhang and
Aryan Mokhtari and
Suvrit Sra and
Ali Jadbabaie},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Direct Runge-Kutta Discretization Achieves Acceleration},
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 = {3904--3913},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/44968aece94f667e4095002d140b5896-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZhangMSJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-03487,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {A Critical View of Global Optimality in Deep Learning},
journal = {CoRR},
volume = {abs/1802.03487},
year = {2018},
url = {http://arxiv.org/abs/1802.03487},
eprinttype = {arXiv},
eprint = {1802.03487},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-03487.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-05649,
author = {Zelda Mariet and
Mike Gartrell and
Suvrit Sra},
title = {Learning Determinantal Point Processes by Sampling Inferred Negatives},
journal = {CoRR},
volume = {abs/1802.05649},
year = {2018},
url = {http://arxiv.org/abs/1802.05649},
eprinttype = {arXiv},
eprint = {1802.05649},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-05649.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-11064,
author = {Anoop Cherian and
Suvrit Sra and
Stephen Gould and
Richard Hartley},
title = {Non-Linear Temporal Subspace Representations for Activity Recognition},
journal = {CoRR},
volume = {abs/1803.11064},
year = {2018},
url = {http://arxiv.org/abs/1803.11064},
eprinttype = {arXiv},
eprint = {1803.11064},
timestamp = {Thu, 14 Mar 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1803-11064.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-00521,
author = {Jingzhao Zhang and
Aryan Mokhtari and
Suvrit Sra and
Ali Jadbabaie},
title = {Direct Runge-Kutta Discretization Achieves Acceleration},
journal = {CoRR},
volume = {abs/1805.00521},
year = {2018},
url = {http://arxiv.org/abs/1805.00521},
eprinttype = {arXiv},
eprint = {1805.00521},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-00521.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-02812,
author = {Hongyi Zhang and
Suvrit Sra},
title = {Towards Riemannian Accelerated Gradient Methods},
journal = {CoRR},
volume = {abs/1806.02812},
year = {2018},
url = {http://arxiv.org/abs/1806.02812},
eprinttype = {arXiv},
eprint = {1806.02812},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-02812.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-10858,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Efficiently testing local optimality and escaping saddles for ReLU
networks},
journal = {CoRR},
volume = {abs/1809.10858},
year = {2018},
url = {http://arxiv.org/abs/1809.10858},
eprinttype = {arXiv},
eprint = {1809.10858},
timestamp = {Fri, 05 Oct 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-10858.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-07770,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Finite sample expressive power of small-width ReLU networks},
journal = {CoRR},
volume = {abs/1810.07770},
year = {2018},
url = {http://arxiv.org/abs/1810.07770},
eprinttype = {arXiv},
eprint = {1810.07770},
timestamp = {Tue, 30 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-07770.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-04194,
author = {Jingzhao Zhang and
Hongyi Zhang and
Suvrit Sra},
title = {{R-SPIDER:} {A} Fast Riemannian Stochastic Optimization Algorithm
with Curvature Independent Rate},
journal = {CoRR},
volume = {abs/1811.04194},
year = {2018},
url = {http://arxiv.org/abs/1811.04194},
eprinttype = {arXiv},
eprint = {1811.04194},
timestamp = {Mon, 26 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1811-04194.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-03190,
author = {Pourya Habib Zadeh and
Reshad Hosseini and
Suvrit Sra},
title = {Deep-RBF Networks Revisited: Robust Classification with Rejection},
journal = {CoRR},
volume = {abs/1812.03190},
year = {2018},
url = {http://arxiv.org/abs/1812.03190},
eprinttype = {arXiv},
eprint = {1812.03190},
timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-03190.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/CherianS17,
author = {Anoop Cherian and
Suvrit Sra},
title = {Riemannian Dictionary Learning and Sparse Coding for Positive Definite
Matrices},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {12},
pages = {2859--2871},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2016.2601307},
doi = {10.1109/TNNLS.2016.2601307},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/CherianS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/JiangSK17,
author = {Ke Jiang and
Suvrit Sra and
Brian Kulis},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Combinatorial Topic Models using Small-Variance Asymptotics},
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 = {421--429},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/jiang17a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/JiangSK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiJS17,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
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 = {Polynomial time algorithms for dual volume sampling},
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 = {5038--5047},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/18bb68e2b38e4a8ce7cf4f6b2625768c-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/LiJS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MarietS17,
author = {Zelda E. Mariet and
Suvrit Sra},
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 = {Elementary Symmetric Polynomials for Optimal Experimental Design},
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 = {2139--2148},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/1cecc7a77928ca8133fa24680a88d2f9-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MarietS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CherianSH17,
author = {Anoop Cherian and
Suvrit Sra and
Richard Hartley},
title = {Sequence Summarization Using Order-constrained Kernelized Feature
Subspaces},
journal = {CoRR},
volume = {abs/1705.08583},
year = {2017},
url = {http://arxiv.org/abs/1705.08583},
eprinttype = {arXiv},
eprint = {1705.08583},
timestamp = {Thu, 14 Mar 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/CherianSH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LangovoyGJS17,
author = {Mikhail A. Langovoy and
Akhilesh Gotmare and
Martin Jaggi and
Suvrit Sra},
title = {Unsupervised robust nonparametric learning of hidden community properties},
journal = {CoRR},
volume = {abs/1707.03494},
year = {2017},
url = {http://arxiv.org/abs/1707.03494},
eprinttype = {arXiv},
eprint = {1707.03494},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/LangovoyGJS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiAXJS17,
author = {Chengtao Li and
David Alvarez{-}Melis and
Keyulu Xu and
Stefanie Jegelka and
Suvrit Sra},
title = {Distributional Adversarial Networks},
journal = {CoRR},
volume = {abs/1706.09549},
year = {2017},
url = {http://arxiv.org/abs/1706.09549},
eprinttype = {arXiv},
eprint = {1706.09549},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiAXJS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YunSJ17,
author = {Chulhee Yun and
Suvrit Sra and
Ali Jadbabaie},
title = {Global optimality conditions for deep neural networks},
journal = {CoRR},
volume = {abs/1707.02444},
year = {2017},
url = {http://arxiv.org/abs/1707.02444},
eprinttype = {arXiv},
eprint = {1707.02444},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YunSJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1706-03267,
author = {Reshad Hosseini and
Suvrit Sra},
title = {An Alternative to {EM} for Gaussian Mixture Models: Batch and Stochastic
Riemannian Optimization},
journal = {CoRR},
volume = {abs/1706.03267},
year = {2017},
url = {http://arxiv.org/abs/1706.03267},
eprinttype = {arXiv},
eprint = {1706.03267},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1706-03267.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-01434,
author = {Sashank J. Reddi and
Manzil Zaheer and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Francis R. Bach and
Ruslan Salakhutdinov and
Alexander J. Smola},
title = {A Generic Approach for Escaping Saddle points},
journal = {CoRR},
volume = {abs/1709.01434},
year = {2017},
url = {http://arxiv.org/abs/1709.01434},
eprinttype = {arXiv},
eprint = {1709.01434},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1709-01434.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-10770,
author = {Melanie Weber and
Suvrit Sra},
title = {Frank-Wolfe methods for geodesically convex optimization with application
to the matrix geometric mean},
journal = {CoRR},
volume = {abs/1710.10770},
year = {2017},
url = {http://arxiv.org/abs/1710.10770},
eprinttype = {arXiv},
eprint = {1710.10770},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-10770.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/HosseiniSTB16,
author = {Reshad Hosseini and
Suvrit Sra and
Lucas Theis and
Matthias Bethge},
title = {Inference and mixture modeling with the Elliptical Gamma Distribution},
journal = {Comput. Stat. Data Anal.},
volume = {101},
pages = {29--43},
year = {2016},
url = {https://doi.org/10.1016/j.csda.2016.02.009},
doi = {10.1016/J.CSDA.2016.02.009},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/HosseiniSTB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ejc/Sra16,
author = {Suvrit Sra},
title = {On inequalities for normalized Schur functions},
journal = {Eur. J. Comb.},
volume = {51},
pages = {492--494},
year = {2016},
url = {https://doi.org/10.1016/j.ejc.2015.07.005},
doi = {10.1016/J.EJC.2015.07.005},
timestamp = {Fri, 12 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ejc/Sra16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tog/SolomonPKS16,
author = {Justin Solomon and
Gabriel Peyr{\'{e}} and
Vladimir G. Kim and
Suvrit Sra},
title = {Entropic metric alignment for correspondence problems},
journal = {{ACM} Trans. Graph.},
volume = {35},
number = {4},
pages = {72:1--72:13},
year = {2016},
url = {https://doi.org/10.1145/2897824.2925903},
doi = {10.1145/2897824.2925903},
timestamp = {Thu, 16 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tog/SolomonPKS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LiJS16,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
editor = {Arthur Gretton and
Christian C. Robert},
title = {Efficient Sampling for k-Determinantal Point Processes},
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 = {1328--1337},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/li16f.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LiJS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SraYLS16,
author = {Suvrit Sra and
Adams Wei Yu and
Mu Li and
Alexander J. Smola},
editor = {Arthur Gretton and
Christian C. Robert},
title = {AdaDelay: Delay Adaptive Distributed Stochastic Optimization},
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 = {957--965},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/sra16.html},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/SraYLS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/allerton/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Frank-Wolfe methods for nonconvex optimization},
booktitle = {54th Annual Allerton Conference on Communication, Control, and Computing,
Allerton 2016, Monticello, IL, USA, September 27-30, 2016},
pages = {1244--1251},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/ALLERTON.2016.7852377},
doi = {10.1109/ALLERTON.2016.7852377},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/allerton/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast incremental method for smooth nonconvex optimization},
booktitle = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
NV, USA, December 12-14, 2016},
pages = {1971--1977},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/CDC.2016.7798553},
doi = {10.1109/CDC.2016.7798553},
timestamp = {Fri, 04 Mar 2022 13:29:43 +0100},
biburl = {https://dblp.org/rec/conf/cdc/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ZhangS16,
author = {Hongyi Zhang and
Suvrit Sra},
editor = {Vitaly Feldman and
Alexander Rakhlin and
Ohad Shamir},
title = {First-order Methods for Geodesically Convex Optimization},
booktitle = {Proceedings of the 29th Conference on Learning Theory, {COLT} 2016,
New York, USA, June 23-26, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {49},
pages = {1617--1638},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v49/zhang16b.html},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/conf/colt/ZhangS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiJS16,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Fast {DPP} Sampling for Nystrom with Application to Kernel Methods},
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 = {2061--2070},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/lih16.html},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiJS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiSJ16,
author = {Chengtao Li and
Suvrit Sra and
Stefanie Jegelka},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Gaussian quadrature for matrix inverse forms with applications},
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 = {1766--1775},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/lig16.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiSJ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ReddiHSPS16,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Stochastic Variance Reduction for Nonconvex Optimization},
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 = {314--323},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/reddi16.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ReddiHSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangSDNSX16,
author = {Yu{-}Xiang Wang and
Veeranjaneyulu Sadhanala and
Wei Dai and
Willie Neiswanger and
Suvrit Sra and
Eric P. Xing},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Parallel and Distributed Block-Coordinate Frank-Wolfe Algorithms},
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 = {1548--1557},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/wangd16.html},
timestamp = {Thu, 30 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangSDNSX16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZadehHS16,
author = {Pourya Zadeh and
Reshad Hosseini and
Suvrit Sra},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Geometric Mean Metric Learning},
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 = {2464--2471},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/zadeh16.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ZadehHS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiSJ16,
author = {Chengtao Li and
Suvrit Sra and
Stefanie Jegelka},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Fast Mixing Markov Chains for Strongly Rayleigh Measures, DPPs, and
Constrained Sampling},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {4188--4196},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/850af92f8d9903e7a4e0559a98ecc857-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LiSJ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MarietS16,
author = {Zelda E. Mariet and
Suvrit Sra},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Kronecker Determinantal Point Processes},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {2694--2702},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/bad5f33780c42f2588878a9d07405083-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MarietS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {1145--1153},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/291597a100aadd814d197af4f4bab3a7-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangRS16,
author = {Hongyi Zhang and
Sashank J. Reddi and
Suvrit Sra},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Riemannian {SVRG:} Fast Stochastic Optimization on Riemannian Manifolds},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {4592--4600},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/98e6f17209029f4ae6dc9d88ec8eac2c-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZhangRS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/corr/MarietS15a,
author = {Zelda Mariet and
Suvrit Sra},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Diversity Networks},
booktitle = {4th International Conference on Learning Representations, {ICLR} 2016,
San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
year = {2016},
url = {http://arxiv.org/abs/1511.05077},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MarietS15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/JiangSK16,
author = {Ke Jiang and
Suvrit Sra and
Brian Kulis},
title = {Combinatorial Topic Models using Small-Variance Asymptotics},
journal = {CoRR},
volume = {abs/1604.02027},
year = {2016},
url = {http://arxiv.org/abs/1604.02027},
eprinttype = {arXiv},
eprint = {1604.02027},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/JiangSK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiJS16,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
title = {Fast {DPP} Sampling for Nystr{\"{o}}m with Application to Kernel
Methods},
journal = {CoRR},
volume = {abs/1603.06052},
year = {2016},
url = {http://arxiv.org/abs/1603.06052},
eprinttype = {arXiv},
eprint = {1603.06052},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiJS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiJS16a,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
title = {Fast Sampling for Strongly Rayleigh Measures with Application to Determinantal
Point Processes},
journal = {CoRR},
volume = {abs/1607.03559},
year = {2016},
url = {http://arxiv.org/abs/1607.03559},
eprinttype = {arXiv},
eprint = {1607.03559},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiJS16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MarietS16,
author = {Zelda Mariet and
Suvrit Sra},
title = {Kronecker Determinantal Point Processes},
journal = {CoRR},
volume = {abs/1605.08374},
year = {2016},
url = {http://arxiv.org/abs/1605.08374},
eprinttype = {arXiv},
eprint = {1605.08374},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MarietS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiHSPS16,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Variance Reduction for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1603.06160},
year = {2016},
url = {http://arxiv.org/abs/1603.06160},
eprinttype = {arXiv},
eprint = {1603.06160},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiHSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast Incremental Method for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1603.06159},
year = {2016},
url = {http://arxiv.org/abs/1603.06159},
eprinttype = {arXiv},
eprint = {1603.06159},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16a,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast Stochastic Methods for Nonsmooth Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1605.06900},
year = {2016},
url = {http://arxiv.org/abs/1605.06900},
eprinttype = {arXiv},
eprint = {1605.06900},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16b,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Frank-Wolfe Methods for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1607.08254},
year = {2016},
url = {http://arxiv.org/abs/1607.08254},
eprinttype = {arXiv},
eprint = {1607.08254},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZadehHS16,
author = {Pourya Zadeh and
Reshad Hosseini and
Suvrit Sra},
title = {Geometric Mean Metric Learning},
journal = {CoRR},
volume = {abs/1607.05002},
year = {2016},
url = {http://arxiv.org/abs/1607.05002},
eprinttype = {arXiv},
eprint = {1607.05002},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ZadehHS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZhangRS16,
author = {Hongyi Zhang and
Sashank J. Reddi and
Suvrit Sra},
title = {Fast stochastic optimization on Riemannian manifolds},
journal = {CoRR},
volume = {abs/1605.07147},
year = {2016},
url = {http://arxiv.org/abs/1605.07147},
eprinttype = {arXiv},
eprint = {1605.07147},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ZhangRS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZhangS16a,
author = {Hongyi Zhang and
Suvrit Sra},
title = {First-order Methods for Geodesically Convex Optimization},
journal = {CoRR},
volume = {abs/1602.06053},
year = {2016},
url = {http://arxiv.org/abs/1602.06053},
eprinttype = {arXiv},
eprint = {1602.06053},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ZhangS16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamjo/SraH15,
author = {Suvrit Sra and
Reshad Hosseini},
title = {Conic Geometric Optimization on the Manifold of Positive Definite
Matrices},
journal = {{SIAM} J. Optim.},
volume = {25},
number = {1},
pages = {713--739},
year = {2015},
url = {https://doi.org/10.1137/140978168},
doi = {10.1137/140978168},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siamjo/SraH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SraHTB15,
author = {Suvrit Sra and
Reshad Hosseini and
Lucas Theis and
Matthias Bethge},
editor = {Guy Lebanon and
S. V. N. Vishwanathan},
title = {Data modeling with the elliptical gamma distribution},
booktitle = {Proceedings of the Eighteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
USA, May 9-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {38},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v38/sra15.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/SraHTB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MarietS15,
author = {Zelda Mariet and
Suvrit Sra},
editor = {Francis R. Bach and
David M. Blei},
title = {Fixed-point algorithms for learning determinantal point processes},
booktitle = {Proceedings of the 32nd International Conference on Machine Learning,
{ICML} 2015, Lille, France, 6-11 July 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {37},
pages = {2389--2397},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v37/mariet15.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/MarietS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HosseiniS15,
author = {Reshad Hosseini and
Suvrit Sra},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Matrix Manifold Optimization for Gaussian Mixtures},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {910--918},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/dbe272bab69f8e13f14b405e038deb64-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/HosseiniS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ReddiHSPS15,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {On Variance Reduction in Stochastic Gradient Descent and its Asynchronous
Variants},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {2647--2655},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/d010396ca8abf6ead8cacc2c2f2f26c7-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ReddiHSPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ReddiHDDS15,
author = {Sashank J. Reddi and
Ahmed Hefny and
Carlton Downey and
Avinava Dubey and
Suvrit Sra},
editor = {Marina Meila and
Tom Heskes},
title = {Large-scale randomized-coordinate descent methods with non-separable
linear constraints},
booktitle = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
pages = {762--771},
publisher = {{AUAI} Press},
year = {2015},
url = {http://auai.org/uai2015/proceedings/papers/191.pdf},
timestamp = {Thu, 12 Mar 2020 11:31:09 +0100},
biburl = {https://dblp.org/rec/conf/uai/ReddiHDDS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CherianS15,
author = {Anoop Cherian and
Suvrit Sra},
title = {Riemannian Dictionary Learning and Sparse Coding for Positive Definite
Matrices},
journal = {CoRR},
volume = {abs/1507.02772},
year = {2015},
url = {http://arxiv.org/abs/1507.02772},
eprinttype = {arXiv},
eprint = {1507.02772},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/CherianS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HosseiniS15,
author = {Reshad Hosseini and
Suvrit Sra},
title = {Manifold Optimization for Gaussian Mixture Models},
journal = {CoRR},
volume = {abs/1506.07677},
year = {2015},
url = {http://arxiv.org/abs/1506.07677},
eprinttype = {arXiv},
eprint = {1506.07677},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HosseiniS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KumarJJSB15,
author = {K. S. Sesh Kumar and
{\'{A}}lvaro Barbero Jim{\'{e}}nez and
Stefanie Jegelka and
Suvrit Sra and
Francis R. Bach},
title = {Convex Optimization for Parallel Energy Minimization},
journal = {CoRR},
volume = {abs/1503.01563},
year = {2015},
url = {http://arxiv.org/abs/1503.01563},
eprinttype = {arXiv},
eprint = {1503.01563},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KumarJJSB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiJS15,
author = {Chengtao Li and
Stefanie Jegelka and
Suvrit Sra},
title = {Efficient Sampling for k-Determinantal Point Processes},
journal = {CoRR},
volume = {abs/1509.01618},
year = {2015},
url = {http://arxiv.org/abs/1509.01618},
eprinttype = {arXiv},
eprint = {1509.01618},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiJS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiSJ15,
author = {Chengtao Li and
Suvrit Sra and
Stefanie Jegelka},
title = {Bounds on bilinear inverse forms via Gaussian quadrature with applications},
journal = {CoRR},
volume = {abs/1512.01904},
year = {2015},
url = {http://arxiv.org/abs/1512.01904},
eprinttype = {arXiv},
eprint = {1512.01904},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiSJ15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MarietS15,
author = {Zelda Mariet and
Suvrit Sra},
title = {Fixed-point algorithms for determinantal point processes},
journal = {CoRR},
volume = {abs/1508.00792},
year = {2015},
url = {http://arxiv.org/abs/1508.00792},
eprinttype = {arXiv},
eprint = {1508.00792},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MarietS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiHSPS15,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {On Variance Reduction in Stochastic Gradient Descent and its Asynchronous
Variants},
journal = {CoRR},
volume = {abs/1506.06840},
year = {2015},
url = {http://arxiv.org/abs/1506.06840},
eprinttype = {arXiv},
eprint = {1506.06840},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiHSPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SraYLS15,
author = {Suvrit Sra and
Adams Wei Yu and
Mu Li and
Alexander J. Smola},
title = {AdaDelay: Delay Adaptive Distributed Stochastic Convex Optimization},
journal = {CoRR},
volume = {abs/1508.05003},
year = {2015},
url = {http://arxiv.org/abs/1508.05003},
eprinttype = {arXiv},
eprint = {1508.05003},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SraYLS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YuMYCS15,
author = {Adams Wei Yu and
Wanli Ma and
Yaoliang Yu and
Jaime G. Carbonell and
Suvrit Sra},
title = {Efficient Structured Matrix Rank Minimization},
journal = {CoRR},
volume = {abs/1509.02447},
year = {2015},
url = {http://arxiv.org/abs/1509.02447},
eprinttype = {arXiv},
eprint = {1509.02447},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YuMYCS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/CherianSMP14,
author = {Anoop Cherian and
Suvrit Sra and
Vassilios Morellas and
Nikolaos Papanikolopoulos},
title = {Efficient Nearest Neighbors via Robust Sparse Hashing},
journal = {{IEEE} Trans. Image Process.},
volume = {23},
number = {8},
pages = {3646--3655},
year = {2014},
url = {https://doi.org/10.1109/TIP.2014.2324280},
doi = {10.1109/TIP.2014.2324280},
timestamp = {Sun, 10 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tip/CherianSMP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/CherianS14,
author = {Anoop Cherian and
Suvrit Sra},
editor = {David J. Fleet and
Tom{\'{a}}s Pajdla and
Bernt Schiele and
Tinne Tuytelaars},
title = {Riemannian Sparse Coding for Positive Definite Matrices},
booktitle = {Computer Vision - {ECCV} 2014 - 13th European Conference, Zurich,
Switzerland, September 6-12, 2014, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {8691},
pages = {299--314},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-10578-9\_20},
doi = {10.1007/978-3-319-10578-9\_20},
timestamp = {Sat, 30 Sep 2023 09:39:19 +0200},
biburl = {https://dblp.org/rec/conf/eccv/CherianS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AzadiS14,
author = {Samaneh Azadi and
Suvrit Sra},
title = {Towards an optimal stochastic alternating direction method of multipliers},
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 = {620--628},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/azadi14.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/AzadiS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Lopez-PazSSGS14,
author = {David Lopez{-}Paz and
Suvrit Sra and
Alexander J. Smola and
Zoubin Ghahramani and
Bernhard Sch{\"{o}}lkopf},
title = {Randomized Nonlinear Component Analysis},
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 = {1359--1367},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/lopez-paz14.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/Lopez-PazSSGS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YuMYCS14,
author = {Adams Wei Yu and
Wanli Ma and
Yaoliang Yu and
Jaime G. Carbonell and
Suvrit Sra},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Efficient Structured Matrix Rank Minimization},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {1350--1358},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/912d2b1c7b2826caf99687388d2e8f7c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/YuMYCS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/WytockSK14,
author = {Matt Wytock and
Suvrit Sra and
Jeremy Z. Kolter},
editor = {Nevin L. Zhang and
Jin Tian},
title = {Fast Newton methods for the group fused lasso},
booktitle = {Proceedings of the Thirtieth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2014, Quebec City, Quebec, Canada, July 23-27,
2014},
pages = {888--897},
publisher = {{AUAI} Press},
year = {2014},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2525\&proceeding\_id=30},
timestamp = {Wed, 03 Feb 2021 11:09:27 +0100},
biburl = {https://dblp.org/rec/conf/uai/WytockSK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/cu/p/Sra14,
author = {Suvrit Sra},
editor = {Lucas Bordeaux and
Youssef Hamadi and
Pushmeet Kohli},
title = {Tractable Optimization in Machine Learning},
booktitle = {Tractability: Practical Approaches to Hard Problems},
pages = {202--230},
publisher = {Cambridge University Press},
year = {2014},
url = {https://doi.org/10.1017/CBO9781139177801.008},
doi = {10.1017/CBO9781139177801.008},
timestamp = {Wed, 14 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/cu/p/Sra14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Lopez-PazSSGS14,
author = {David Lopez{-}Paz and
Suvrit Sra and
Alexander J. Smola and
Zoubin Ghahramani and
Bernhard Sch{\"{o}}lkopf},
title = {Randomized Nonlinear Component Analysis},
journal = {CoRR},
volume = {abs/1402.0119},
year = {2014},
url = {http://arxiv.org/abs/1402.0119},
eprinttype = {arXiv},
eprint = {1402.0119},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Lopez-PazSSGS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ma/SraK13,
author = {Suvrit Sra and
Dmitrii Karp},
title = {The multivariate Watson distribution: Maximum-likelihood estimation
and other aspects},
journal = {J. Multivar. Anal.},
volume = {114},
pages = {256--269},
year = {2013},
url = {https://doi.org/10.1016/j.jmva.2012.08.010},
doi = {10.1016/J.JMVA.2012.08.010},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ma/SraK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/oms/KimSD13,
author = {Dongmin Kim and
Suvrit Sra and
Inderjit S. Dhillon},
title = {A non-monotonic method for large-scale non-negative least squares},
journal = {Optim. Methods Softw.},
volume = {28},
number = {5},
pages = {1012--1039},
year = {2013},
url = {https://doi.org/10.1080/10556788.2012.656368},
doi = {10.1080/10556788.2012.656368},
timestamp = {Thu, 24 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/oms/KimSD13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/CherianSBP13,
author = {Anoop Cherian and
Suvrit Sra and
Arindam Banerjee and
Nikolaos Papanikolopoulos},
title = {Jensen-Bregman LogDet Divergence with Application to Efficient Similarity
Search for Covariance Matrices},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {35},
number = {9},
pages = {2161--2174},
year = {2013},
url = {https://doi.org/10.1109/TPAMI.2012.259},
doi = {10.1109/TPAMI.2012.259},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pami/CherianSBP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/JegelkaBS13,
author = {Stefanie Jegelka and
Francis R. Bach and
Suvrit Sra},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Reflection methods for user-friendly submodular optimization},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {1313--1321},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/5dd9db5e033da9c6fb5ba83c7a7ebea9-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/JegelkaBS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SraH13,
author = {Suvrit Sra and
Reshad Hosseini},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Geometric optimisation on positive definite matrices for elliptically
contoured distributions},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {2562--2570},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/3948ead63a9f2944218de038d8934305-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SraH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/JegelkaBS13,
author = {Stefanie Jegelka and
Francis R. Bach and
Suvrit Sra},
title = {Reflection methods for user-friendly submodular optimization},
journal = {CoRR},
volume = {abs/1311.4296},
year = {2013},
url = {http://arxiv.org/abs/1311.4296},
eprinttype = {arXiv},
eprint = {1311.4296},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/JegelkaBS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LangovoyS13,
author = {Mikhail A. Langovoy and
Suvrit Sra},
title = {Statistical estimation for optimization problems on graphs},
journal = {CoRR},
volume = {abs/1311.7656},
year = {2013},
url = {http://arxiv.org/abs/1311.7656},
eprinttype = {arXiv},
eprint = {1311.7656},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LangovoyS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cstat/Sra12,
author = {Suvrit Sra},
title = {A short note on parameter approximation for von Mises-Fisher distributions:
and a fast implementation of \emph{I} \({}_{\mbox{ \emph{s} }}\)(\emph{x})},
journal = {Comput. Stat.},
volume = {27},
number = {1},
pages = {177--190},
year = {2012},
url = {https://doi.org/10.1007/s00180-011-0232-x},
doi = {10.1007/S00180-011-0232-X},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cstat/Sra12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/Sra12,
author = {Suvrit Sra},
title = {Fast projections onto mixed-norm balls with applications},
journal = {Data Min. Knowl. Discov.},
volume = {25},
number = {2},
pages = {358--377},
year = {2012},
url = {https://doi.org/10.1007/s10618-012-0277-7},
doi = {10.1007/S10618-012-0277-7},
timestamp = {Mon, 05 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/Sra12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Sra12,
author = {Suvrit Sra},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {A new metric on the manifold of kernel matrices with application to
matrix geometric means},
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 = {144--152},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/98dce83da57b0395e163467c9dae521b-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/Sra12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Sra12a,
author = {Suvrit Sra},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Scalable nonconvex inexact proximal splitting},
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 = {539--547},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/7f100b7b36092fb9b06dfb4fac360931-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Sra12a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1204-1437,
author = {Suvrit Sra},
title = {Fast projections onto mixed-norm balls with applications},
journal = {CoRR},
volume = {abs/1204.1437},
year = {2012},
url = {http://arxiv.org/abs/1204.1437},
eprinttype = {arXiv},
eprint = {1204.1437},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1204-1437.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/CherianSP11,
author = {Anoop Cherian and
Suvrit Sra and
Nikolaos Papanikolopoulos},
title = {Denoising sparse noise via online dictionary learning},
booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech,
and Signal Processing, {ICASSP} 2011, May 22-27, 2011, Prague Congress
Center, Prague, Czech Republic},
pages = {2060--2063},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/ICASSP.2011.5946730},
doi = {10.1109/ICASSP.2011.5946730},
timestamp = {Fri, 19 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/CherianSP11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/CherianSBP11,
author = {Anoop Cherian and
Suvrit Sra and
Arindam Banerjee and
Nikolaos Papanikolopoulos},
editor = {Dimitris N. Metaxas and
Long Quan and
Alberto Sanfeliu and
Luc Van Gool},
title = {Efficient similarity search for covariance matrices via the Jensen-Bregman
LogDet Divergence},
booktitle = {{IEEE} International Conference on Computer Vision, {ICCV} 2011, Barcelona,
Spain, November 6-13, 2011},
pages = {2399--2406},
publisher = {{IEEE} Computer Society},
year = {2011},
url = {https://doi.org/10.1109/ICCV.2011.6126523},
doi = {10.1109/ICCV.2011.6126523},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/CherianSBP11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/JimenezS11,
author = {{\'{A}}lvaro Barbero Jim{\'{e}}nez and
Suvrit Sra},
editor = {Lise Getoor and
Tobias Scheffer},
title = {Fast Newton-type Methods for Total Variation Regularization},
booktitle = {Proceedings of the 28th International Conference on Machine Learning,
{ICML} 2011, Bellevue, Washington, USA, June 28 - July 2, 2011},
pages = {313--320},
publisher = {Omnipress},
year = {2011},
url = {https://icml.cc/2011/papers/226\_icmlpaper.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/JimenezS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/Sra11,
author = {Suvrit Sra},
editor = {Dimitrios Gunopulos and
Thomas Hofmann and
Donato Malerba and
Michalis Vazirgiannis},
title = {Fast Projections onto {\(\mathscr{l}\)}1, q -Norm Balls for Grouped
Feature Selection},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2011, Athens, Greece, September 5-9, 2011, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6913},
pages = {305--317},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-23808-6\_20},
doi = {10.1007/978-3-642-23808-6\_20},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/Sra11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SraC11,
author = {Suvrit Sra and
Anoop Cherian},
editor = {Dimitrios Gunopulos and
Thomas Hofmann and
Donato Malerba and
Michalis Vazirgiannis},
title = {Generalized Dictionary Learning for Symmetric Positive Definite Matrices
with Application to Nearest Neighbor Retrieval},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2011, Athens, Greece, September 5-9, 2011, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6913},
pages = {318--332},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-23808-6\_21},
doi = {10.1007/978-3-642-23808-6\_21},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/SraC11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamsc/KimSD10,
author = {Dongmin Kim and
Suvrit Sra and
Inderjit S. Dhillon},
title = {Tackling Box-Constrained Optimization via a New Projected Quasi-Newton
Approach},
journal = {{SIAM} J. Sci. Comput.},
volume = {32},
number = {6},
pages = {3548--3563},
year = {2010},
url = {https://doi.org/10.1137/08073812X},
doi = {10.1137/08073812X},
timestamp = {Thu, 30 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siamsc/KimSD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/HirschSSH10,
author = {Michael Hirsch and
Suvrit Sra and
Bernhard Sch{\"{o}}lkopf and
Stefan Harmeling},
title = {Efficient filter flow for space-variant multiframe blind deconvolution},
booktitle = {The Twenty-Third {IEEE} Conference on Computer Vision and Pattern
Recognition, {CVPR} 2010, San Francisco, CA, USA, 13-18 June 2010},
pages = {607--614},
publisher = {{IEEE} Computer Society},
year = {2010},
url = {https://doi.org/10.1109/CVPR.2010.5540158},
doi = {10.1109/CVPR.2010.5540158},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/HirschSSH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/HarmelingSHS10,
author = {Stefan Harmeling and
Suvrit Sra and
Michael Hirsch and
Bernhard Sch{\"{o}}lkopf},
title = {Multiframe blind deconvolution, super-resolution, and saturation correction
via incremental {EM}},
booktitle = {Proceedings of the International Conference on Image Processing, {ICIP}
2010, September 26-29, Hong Kong, China},
pages = {3313--3316},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/ICIP.2010.5651650},
doi = {10.1109/ICIP.2010.5651650},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icip/HarmelingSHS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KimSD10,
author = {Dongmin Kim and
Suvrit Sra and
Inderjit S. Dhillon},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {A scalable trust-region algorithm with application to mixed-norm regression},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {519--526},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/562.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/KimSD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/JegelkaSB09,
author = {Stefanie Jegelka and
Suvrit Sra and
Arindam Banerjee},
editor = {Ricard Gavald{\`{a}} and
G{\'{a}}bor Lugosi and
Thomas Zeugmann and
Sandra Zilles},
title = {Approximation Algorithms for Tensor Clustering},
booktitle = {Algorithmic Learning Theory, 20th International Conference, {ALT}
2009, Porto, Portugal, October 3-5, 2009. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5809},
pages = {368--383},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04414-4\_30},
doi = {10.1007/978-3-642-04414-4\_30},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/alt/JegelkaSB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SeegerSC09,
author = {Matthias W. Seeger and
Suvrit Sra and
John P. Cunningham},
editor = {Andrea Pohoreckyj Danyluk and
L{\'{e}}on Bottou and
Michael L. Littman},
title = {Workshop summary: Numerical mathematics in machine learning},
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 = {9},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1553374.1553548},
doi = {10.1145/1553374.1553548},
timestamp = {Tue, 06 Nov 2018 16:58:29 +0100},
biburl = {https://dblp.org/rec/conf/icml/SeegerSC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/KulisSD09a,
author = {Brian Kulis and
Suvrit Sra and
Inderjit S. Dhillon},
editor = {David A. Van Dyk and
Max Welling},
title = {Convex Perturbations for Scalable Semidefinite Programming},
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 = {296--303},
publisher = {JMLR.org},
year = {2009},
url = {http://proceedings.mlr.press/v5/kulis09a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KulisSD09a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0906-4805,
author = {Suvrit Sra},
title = {A Trivial Observation related to Sparse Recovery},
journal = {CoRR},
volume = {abs/0906.4805},
year = {2009},
url = {http://arxiv.org/abs/0906.4805},
eprinttype = {arXiv},
eprint = {0906.4805},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0906-4805.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/KimSD08,
author = {Dongmin Kim and
Suvrit Sra and
Inderjit S. Dhillon},
title = {Fast Projection-Based Methods for the Least Squares Nonnegative Matrix
Approximation Problem},
journal = {Stat. Anal. Data Min.},
volume = {1},
number = {1},
pages = {38--51},
year = {2008},
url = {https://doi.org/10.1002/sam.104},
doi = {10.1002/SAM.104},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/KimSD08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siammax/BrickellDST08,
author = {Justin Brickell and
Inderjit S. Dhillon and
Suvrit Sra and
Joel A. Tropp},
title = {The Metric Nearness Problem},
journal = {{SIAM} J. Matrix Anal. Appl.},
volume = {30},
number = {1},
pages = {375--396},
year = {2008},
url = {https://doi.org/10.1137/060653391},
doi = {10.1137/060653391},
timestamp = {Tue, 26 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siammax/BrickellDST08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/Sra08,
author = {Suvrit Sra},
title = {Block-Iterative Algorithms for Non-negative Matrix Approximation},
booktitle = {Proceedings of the 8th {IEEE} International Conference on Data Mining
{(ICDM} 2008), December 15-19, 2008, Pisa, Italy},
pages = {1037--1042},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/ICDM.2008.77},
doi = {10.1109/ICDM.2008.77},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/Sra08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0812-0389,
author = {Stefanie Jegelka and
Suvrit Sra and
Arindam Banerjee},
title = {Approximation Algorithms for Bregman Co-clustering and Tensor Clustering},
journal = {CoRR},
volume = {abs/0812.0389},
year = {2008},
url = {http://arxiv.org/abs/0812.0389},
eprinttype = {arXiv},
eprint = {0812.0389},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-0812-0389.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DavisKJSD07,
author = {Jason V. Davis and
Brian Kulis and
Prateek Jain and
Suvrit Sra and
Inderjit S. Dhillon},
editor = {Zoubin Ghahramani},
title = {Information-theoretic metric learning},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
{(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
series = {{ACM} International Conference Proceeding Series},
volume = {227},
pages = {209--216},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1273496.1273523},
doi = {10.1145/1273496.1273523},
timestamp = {Wed, 28 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/DavisKJSD07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/KimSD07,
author = {Dongmin Kim and
Suvrit Sra and
Inderjit S. Dhillon},
title = {Fast Newton-type Methods for the Least Squares Nonnegative Matrix
Approximation Problem},
booktitle = {Proceedings of the Seventh {SIAM} International Conference on Data
Mining, April 26-28, 2007, Minneapolis, Minnesota, {USA}},
pages = {343--354},
publisher = {{SIAM}},
year = {2007},
url = {https://doi.org/10.1137/1.9781611972771.31},
doi = {10.1137/1.9781611972771.31},
timestamp = {Mon, 05 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/KimSD07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/Sra06,
author = {Suvrit Sra},
editor = {Johannes F{\"{u}}rnkranz and
Tobias Scheffer and
Myra Spiliopoulou},
title = {Efficient Large Scale Linear Programming Support Vector Machines},
booktitle = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4212},
pages = {767--774},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11871842\_78},
doi = {10.1007/11871842\_78},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/ecml/Sra06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/SraT06,
author = {Suvrit Sra and
Joel A. Tropp},
title = {Row-Action Methods for Compressed Sensing},
booktitle = {2006 {IEEE} International Conference on Acoustics Speech and Signal
Processing, {ICASSP} 2006, Toulouse, France, May 14-19, 2006},
pages = {868--871},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/ICASSP.2006.1660792},
doi = {10.1109/ICASSP.2006.1660792},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/SraT06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SurendranS06,
author = {Arun C. Surendran and
Suvrit Sra},
editor = {Johannes F{\"{u}}rnkranz and
Tobias Scheffer and
Myra Spiliopoulou},
title = {Incremental Aspect Models for Mining Document Streams},
booktitle = {Knowledge Discovery in Databases: {PKDD} 2006, 10th European Conference
on Principles and Practice of Knowledge Discovery in Databases, Berlin,
Germany, September 18-22, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4213},
pages = {633--640},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11871637\_65},
doi = {10.1007/11871637\_65},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/SurendranS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BanerjeeDGS05,
author = {Arindam Banerjee and
Inderjit S. Dhillon and
Joydeep Ghosh and
Suvrit Sra},
title = {Clustering on the Unit Hypersphere using von Mises-Fisher Distributions},
journal = {J. Mach. Learn. Res.},
volume = {6},
pages = {1345--1382},
year = {2005},
url = {http://jmlr.org/papers/v6/banerjee05a.html},
timestamp = {Thu, 28 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/BanerjeeDGS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DhillonS05,
author = {Inderjit S. Dhillon and
Suvrit Sra},
title = {Generalized Nonnegative Matrix Approximations with Bregman Divergences},
booktitle = {Advances in Neural Information Processing Systems 18 [Neural Information
Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
Columbia, Canada]},
pages = {283--290},
year = {2005},
url = {https://proceedings.neurips.cc/paper/2005/hash/d58e2f077670f4de9cd7963c857f2534-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DhillonS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DhillonST04,
author = {Inderjit S. Dhillon and
Suvrit Sra and
Joel A. Tropp},
title = {Triangle Fixing Algorithms for the Metric Nearness Problem},
booktitle = {Advances in Neural Information Processing Systems 17 [Neural Information
Processing Systems, {NIPS} 2004, December 13-18, 2004, Vancouver,
British Columbia, Canada]},
pages = {361--368},
year = {2004},
url = {https://proceedings.neurips.cc/paper/2004/hash/4ebccfb3e317c7789f04f7a558df4537-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DhillonST04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/SraCDG04,
author = {Hyuk Cho and
Inderjit S. Dhillon and
Yuqiang Guan and
Suvrit Sra},
editor = {Michael W. Berry and
Umeshwar Dayal and
Chandrika Kamath and
David B. Skillicorn},
title = {Minimum Sum-Squared Residue Co-Clustering of Gene Expression Data},
booktitle = {Proceedings of the Fourth {SIAM} International Conference on Data
Mining, Lake Buena Vista, Florida, USA, April 22-24, 2004},
pages = {114--125},
publisher = {{SIAM}},
year = {2004},
url = {https://doi.org/10.1137/1.9781611972740.11},
doi = {10.1137/1.9781611972740.11},
timestamp = {Fri, 06 Oct 2023 11:45:43 +0200},
biburl = {https://dblp.org/rec/conf/sdm/SraCDG04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BanerjeeDGS03,
author = {Arindam Banerjee and
Inderjit S. Dhillon and
Joydeep Ghosh and
Suvrit Sra},
editor = {Lise Getoor and
Ted E. Senator and
Pedro M. Domingos and
Christos Faloutsos},
title = {Generative model-based clustering of directional data},
booktitle = {Proceedings of the Ninth {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Washington, DC, USA, August 24
- 27, 2003},
pages = {19--28},
publisher = {{ACM}},
year = {2003},
url = {https://doi.org/10.1145/956750.956757},
doi = {10.1145/956750.956757},
timestamp = {Thu, 28 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/BanerjeeDGS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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