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ORCIDBibTeX records: Binhang Yuan
@inproceedings{DBLP:conf/edbt/ZhouLCMEMSWWWY024,
author = {Lixi Zhou and
Qi Lin and
Kanchan Chowdhury and
Saif Masood and
Alexandre E. Eichenberger and
Hong Min and
Alexander Sim and
Jie Wang and
Yida Wang and
Kesheng Wu and
Binhang Yuan and
Jia Zou},
editor = {Letizia Tanca and
Qiong Luo and
Giuseppe Polese and
Loredana Caruccio and
Xavier Oriol and
Donatella Firmani},
title = {Serving Deep Learning Models from Relational Databases},
booktitle = {Proceedings 27th International Conference on Extending Database Technology,
{EDBT} 2024, Paestum, Italy, March 25 - March 28},
pages = {717--724},
publisher = {OpenProceedings.org},
year = {2024},
url = {https://doi.org/10.48786/edbt.2024.61},
doi = {10.48786/EDBT.2024.61},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/edbt/ZhouLCMEMSWWWY024.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-11240,
author = {Suyi Li and
Hanfeng Lu and
Tianyuan Wu and
Minchen Yu and
Qizhen Weng and
Xusheng Chen and
Yizhou Shan and
Binhang Yuan and
Wei Wang},
title = {CaraServe: CPU-Assisted and Rank-Aware LoRA Serving for Generative
{LLM} Inference},
journal = {CoRR},
volume = {abs/2401.11240},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.11240},
doi = {10.48550/ARXIV.2401.11240},
eprinttype = {arXiv},
eprint = {2401.11240},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-11240.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-06504,
author = {Changyue Liao and
Mo Sun and
Zihan Yang and
Kaiqi Chen and
Binhang Yuan and
Fei Wu and
Zeke Wang},
title = {Adding NVMe SSDs to Enable and Accelerate 100B Model Fine-tuning on
a Single {GPU}},
journal = {CoRR},
volume = {abs/2403.06504},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.06504},
doi = {10.48550/ARXIV.2403.06504},
eprinttype = {arXiv},
eprint = {2403.06504},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-06504.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiuWDZY0S0TRC23,
author = {Zichang Liu and
Jue Wang and
Tri Dao and
Tianyi Zhou and
Binhang Yuan and
Zhao Song and
Anshumali Shrivastava and
Ce Zhang and
Yuandong Tian and
Christopher R{\'{e}} and
Beidi Chen},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {22137--22176},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/liu23am.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiuWDZY0S0TRC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/0007ZYLRCLRSZ23,
author = {Ying Sheng and
Lianmin Zheng and
Binhang Yuan and
Zhuohan Li and
Max Ryabinin and
Beidi Chen and
Percy Liang and
Christopher R{\'{e}} and
Ion Stoica and
Ce Zhang},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {FlexGen: High-Throughput Generative Inference of Large Language Models
with a Single {GPU}},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {31094--31116},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/sheng23a.html},
timestamp = {Tue, 20 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/0007ZYLRCLRSZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/TangDJYBJ23,
author = {Yuxin Tang and
Zhimin Ding and
Dimitrije Jankov and
Binhang Yuan and
Daniel Bourgeois and
Chris Jermaine},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Auto-Differentiation of Relational Computations for Very Large Scale
Machine Learning},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {33581--33598},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/tang23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/TangDJYBJ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangLYCLSRZ23,
author = {Jue Wang and
Yucheng Lu and
Binhang Yuan and
Beidi Chen and
Percy Liang and
Christopher De Sa and
Christopher R{\'{e}} and
Ce Zhang},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {36058--36076},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/wang23t.html},
timestamp = {Wed, 20 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/WangLYCLSRZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-06865,
author = {Ying Sheng and
Lianmin Zheng and
Binhang Yuan and
Zhuohan Li and
Max Ryabinin and
Daniel Y. Fu and
Zhiqiang Xie and
Beidi Chen and
Clark W. Barrett and
Joseph E. Gonzalez and
Percy Liang and
Christopher R{\'{e}} and
Ion Stoica and
Ce Zhang},
title = {High-throughput Generative Inference of Large Language Models with
a Single {GPU}},
journal = {CoRR},
volume = {abs/2303.06865},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.06865},
doi = {10.48550/ARXIV.2303.06865},
eprinttype = {arXiv},
eprint = {2303.06865},
timestamp = {Tue, 20 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-06865.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-00088,
author = {Yuxin Tang and
Zhimin Ding and
Dimitrije Jankov and
Binhang Yuan and
Daniel Bourgeois and
Chris Jermaine},
title = {Auto-Differentiation of Relational Computations for Very Large Scale
Machine Learning},
journal = {CoRR},
volume = {abs/2306.00088},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.00088},
doi = {10.48550/ARXIV.2306.00088},
eprinttype = {arXiv},
eprint = {2306.00088},
timestamp = {Mon, 12 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-00088.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-04696,
author = {Alexandre E. Eichenberger and
Qi Lin and
Saif Masood and
Hong Min and
Alexander Sim and
Jie Wang and
Yida Wang and
Kesheng Wu and
Binhang Yuan and
Lixi Zhou and
Jia Zou},
title = {Serving Deep Learning Model in Relational Databases},
journal = {CoRR},
volume = {abs/2310.04696},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.04696},
doi = {10.48550/ARXIV.2310.04696},
eprinttype = {arXiv},
eprint = {2310.04696},
timestamp = {Fri, 20 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-04696.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-17157,
author = {Zichang Liu and
Jue Wang and
Tri Dao and
Tianyi Zhou and
Binhang Yuan and
Zhao Song and
Anshumali Shrivastava and
Ce Zhang and
Yuandong Tian and
Christopher R{\'{e}} and
Beidi Chen},
title = {Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time},
journal = {CoRR},
volume = {abs/2310.17157},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.17157},
doi = {10.48550/ARXIV.2310.17157},
eprinttype = {arXiv},
eprint = {2310.17157},
timestamp = {Wed, 20 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-17157.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-11514,
author = {Youhe Jiang and
Ran Yan and
Xiaozhe Yao and
Beidi Chen and
Binhang Yuan},
title = {HexGen: Generative Inference of Foundation Model over Heterogeneous
Decentralized Environment},
journal = {CoRR},
volume = {abs/2311.11514},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.11514},
doi = {10.48550/ARXIV.2311.11514},
eprinttype = {arXiv},
eprint = {2311.11514},
timestamp = {Thu, 23 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-11514.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-00843,
author = {Lin Lu and
Chenxi Dai and
Wangcheng Tao and
Binhang Yuan and
Yanan Sun and
Pan Zhou},
title = {Exploring the Robustness of Decentralized Training for Large Language
Models},
journal = {CoRR},
volume = {abs/2312.00843},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.00843},
doi = {10.48550/ARXIV.2312.00843},
eprinttype = {arXiv},
eprint = {2312.00843},
timestamp = {Fri, 08 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-00843.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mbec/DingWYZFYWWXZCY22,
author = {Zijian Ding and
Guijin Wang and
Huazhong Yang and
Ping Zhang and
Dapeng Fu and
Zhen Yang and
Xinkang Wang and
Xia Wang and
Zhourui Xia and
Chiming Zhang and
Wenjie Cai and
Binhang Yuan and
Dongya Jia and
Bo Chen and
Chengbin Huang and
Jing Zhang and
Yi Li and
Shan Yang and
Runnan He},
title = {A community effort to assess and improve computerized interpretation
of 12-lead resting electrocardiogram},
journal = {Medical Biol. Eng. Comput.},
volume = {60},
number = {1},
pages = {33--45},
year = {2022},
url = {https://doi.org/10.1007/s11517-021-02420-z},
doi = {10.1007/S11517-021-02420-Z},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mbec/DingWYZFYWWXZCY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/YuanWDTKJ22,
author = {Binhang Yuan and
Cameron R. Wolfe and
Chen Dun and
Yuxin Tang and
Anastasios Kyrillidis and
Chris Jermaine},
title = {Distributed Learning of Fully Connected Neural Networks using Independent
Subnet Training},
journal = {Proc. {VLDB} Endow.},
volume = {15},
number = {8},
pages = {1581--1590},
year = {2022},
url = {https://www.vldb.org/pvldb/vol15/p1581-wolfe.pdf},
doi = {10.14778/3529337.3529343},
timestamp = {Mon, 23 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/YuanWDTKJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/technometrics/JinYYJ22,
author = {Huaqing Jin and
Guosheng Yin and
Binhang Yuan and
Fei Jiang},
title = {Bayesian Hierarchical Model for Change Point Detection in Multivariate
Sequences},
journal = {Technometrics},
volume = {64},
number = {2},
pages = {177--186},
year = {2022},
url = {https://doi.org/10.1080/00401706.2021.1927848},
doi = {10.1080/00401706.2021.1927848},
timestamp = {Tue, 06 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/technometrics/JinYYJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hotnets/PanLLXYX22,
author = {Rui Pan and
Yiming Lei and
Jialong Li and
Zhiqiang Xie and
Binhang Yuan and
Yiting Xia},
title = {Efficient flow scheduling in distributed deep learning training with
echelon formation},
booktitle = {Proceedings of the 21st {ACM} Workshop on Hot Topics in Networks,
HotNets 2022, Austin, Texas, November 14-15, 2022},
pages = {93--100},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3563766.3564096},
doi = {10.1145/3563766.3564096},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hotnets/PanLLXYX22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LianYZWHWSLLDLL22,
author = {Xiangru Lian and
Binhang Yuan and
Xuefeng Zhu and
Yulong Wang and
Yongjun He and
Honghuan Wu and
Lei Sun and
Haodong Lyu and
Chengjun Liu and
Xing Dong and
Yiqiao Liao and
Mingnan Luo and
Congfei Zhang and
Jingru Xie and
Haonan Li and
Lei Chen and
Renjie Huang and
Jianying Lin and
Chengchun Shu and
Xuezhong Qiu and
Zhishan Liu and
Dongying Kong and
Lei Yuan and
Hai Yu and
Sen Yang and
Ce Zhang and
Ji Liu},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders
up to 100 Trillion Parameters},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {3288--3298},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3539070},
doi = {10.1145/3534678.3539070},
timestamp = {Mon, 28 Aug 2023 21:17:29 +0200},
biburl = {https://dblp.org/rec/conf/kdd/LianYZWHWSLLDLL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WangYRHDCR022,
author = {Jue Wang and
Binhang Yuan and
Luka Rimanic and
Yongjun He and
Tri Dao and
Beidi Chen and
Christopher R{\'{e}} and
Ce Zhang},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Fine-tuning Language Models over Slow Networks using Activation Quantization
with Guarantees},
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/7a43b8eb92cd5f652b78eeee3fb6f910-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/WangYRHDCR022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YuanHDZDCLR022,
author = {Binhang Yuan and
Yongjun He and
Jared Davis and
Tianyi Zhang and
Tri Dao and
Beidi Chen and
Percy Liang and
Christopher R{\'{e}} and
Ce Zhang},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Decentralized Training of Foundation Models in Heterogeneous Environments},
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/a37d615b61f999a5fa276adb14643476-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YuanHDZDCLR022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/XuQYJRGKLL0Y022,
author = {Lijie Xu and
Shuang Qiu and
Binhang Yuan and
Jiawei Jiang and
C{\'{e}}dric Renggli and
Shaoduo Gan and
Kaan Kara and
Guoliang Li and
Ji Liu and
Wentao Wu and
Jieping Ye and
Ce Zhang},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent
without Full Data Shuffle},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {1286--1300},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3526150},
doi = {10.1145/3514221.3526150},
timestamp = {Thu, 16 Mar 2023 09:51:25 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/XuQYJRGKLL0Y022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-01288,
author = {Binhang Yuan and
Yongjun He and
Jared Quincy Davis and
Tianyi Zhang and
Tri Dao and
Beidi Chen and
Percy Liang and
Christopher R{\'{e}} and
Ce Zhang},
title = {Decentralized Training of Foundation Models in Heterogeneous Environments},
journal = {CoRR},
volume = {abs/2206.01288},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.01288},
doi = {10.48550/ARXIV.2206.01288},
eprinttype = {arXiv},
eprint = {2206.01288},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-01288.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-01299,
author = {Jue Wang and
Binhang Yuan and
Luka Rimanic and
Yongjun He and
Tri Dao and
Beidi Chen and
Christopher R{\'{e}} and
Ce Zhang},
title = {Fine-tuning Language Models over Slow Networks using Activation Compression
with Guarantees},
journal = {CoRR},
volume = {abs/2206.01299},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.01299},
doi = {10.48550/ARXIV.2206.01299},
eprinttype = {arXiv},
eprint = {2206.01299},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-01299.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05830,
author = {Lijie Xu and
Shuang Qiu and
Binhang Yuan and
Jiawei Jiang and
C{\'{e}}dric Renggli and
Shaoduo Gan and
Kaan Kara and
Guoliang Li and
Ji Liu and
Wentao Wu and
Jieping Ye and
Ce Zhang},
title = {Stochastic Gradient Descent without Full Data Shuffle},
journal = {CoRR},
volume = {abs/2206.05830},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05830},
doi = {10.48550/ARXIV.2206.05830},
eprinttype = {arXiv},
eprint = {2206.05830},
timestamp = {Wed, 28 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05830.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09110,
author = {Percy Liang and
Rishi Bommasani and
Tony Lee and
Dimitris Tsipras and
Dilara Soylu and
Michihiro Yasunaga and
Yian Zhang and
Deepak Narayanan and
Yuhuai Wu and
Ananya Kumar and
Benjamin Newman and
Binhang Yuan and
Bobby Yan and
Ce Zhang and
Christian Cosgrove and
Christopher D. Manning and
Christopher R{\'{e}} and
Diana Acosta{-}Navas and
Drew A. Hudson and
Eric Zelikman and
Esin Durmus and
Faisal Ladhak and
Frieda Rong and
Hongyu Ren and
Huaxiu Yao and
Jue Wang and
Keshav Santhanam and
Laurel J. Orr and
Lucia Zheng and
Mert Y{\"{u}}ksekg{\"{o}}n{\"{u}}l and
Mirac Suzgun and
Nathan Kim and
Neel Guha and
Niladri S. Chatterji and
Omar Khattab and
Peter Henderson and
Qian Huang and
Ryan Chi and
Sang Michael Xie and
Shibani Santurkar and
Surya Ganguli and
Tatsunori Hashimoto and
Thomas Icard and
Tianyi Zhang and
Vishrav Chaudhary and
William Wang and
Xuechen Li and
Yifan Mai and
Yuhui Zhang and
Yuta Koreeda},
title = {Holistic Evaluation of Language Models},
journal = {CoRR},
volume = {abs/2211.09110},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.09110},
doi = {10.48550/ARXIV.2211.09110},
eprinttype = {arXiv},
eprint = {2211.09110},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-09110.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/JankovYLJ21,
author = {Dimitrije Jankov and
Binhang Yuan and
Shangyu Luo and
Chris Jermaine},
title = {Distributed Numerical and Machine Learning Computations via Two-Phase
Execution of Aggregated Join Trees},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {7},
pages = {1228--1240},
year = {2021},
url = {http://www.vldb.org/pvldb/vol14/p1228-jankov.pdf},
doi = {10.14778/3450980.3450991},
timestamp = {Thu, 21 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/JankovYLJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/ZouDBIYJJ21,
author = {Jia Zou and
Amitabh Das and
Pratik Barhate and
Arun Iyengar and
Binhang Yuan and
Dimitrije Jankov and
Chris Jermaine},
title = {Lachesis: Automated Partitioning for UDF-Centric Analytics},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {8},
pages = {1262--1275},
year = {2021},
url = {http://www.vldb.org/pvldb/vol14/p1262-zou.pdf},
doi = {10.14778/3457390.3457392},
timestamp = {Thu, 21 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/ZouDBIYJJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/YuanJZTBJ21,
author = {Binhang Yuan and
Dimitrije Jankov and
Jia Zou and
Yuxin Tang and
Daniel Bourgeois and
Chris Jermaine},
title = {Tensor Relational Algebra for Distributed Machine Learning System
Design},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {8},
pages = {1338--1350},
year = {2021},
url = {http://www.vldb.org/pvldb/vol14/p1338-yuan.pdf},
doi = {10.14778/3457390.3457399},
timestamp = {Thu, 21 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/YuanJZTBJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/GanLWCLSZLSJYYL21,
author = {Shaoduo Gan and
Xiangru Lian and
Rui Wang and
Jianbin Chang and
Chengjun Liu and
Hongmei Shi and
Shengzhuo Zhang and
Xianghong Li and
Tengxu Sun and
Jiawei Jiang and
Binhang Yuan and
Sen Yang and
Ji Liu and
Ce Zhang},
title = {{BAGUA:} Scaling up Distributed Learning with System Relaxations},
journal = {Proc. {VLDB} Endow.},
volume = {15},
number = {4},
pages = {804--813},
year = {2021},
url = {https://www.vldb.org/pvldb/vol15/p804-gan.pdf},
doi = {10.14778/3503585.3503590},
timestamp = {Mon, 15 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/GanLWCLSZLSJYYL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spl/HuangCCY21,
author = {Chengbin Huang and
Weiting Chen and
Mingsong Chen and
Binhang Yuan},
title = {A Feature Fusion Framework and Its Application to Automatic Seizure
Detection},
journal = {{IEEE} Signal Process. Lett.},
volume = {28},
pages = {753--757},
year = {2021},
url = {https://doi.org/10.1109/LSP.2021.3069344},
doi = {10.1109/LSP.2021.3069344},
timestamp = {Mon, 17 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spl/HuangCCY21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/LuoJYJ21,
author = {Shangyu Luo and
Dimitrije Jankov and
Binhang Yuan and
Chris Jermaine},
editor = {Guoliang Li and
Zhanhuai Li and
Stratos Idreos and
Divesh Srivastava},
title = {Automatic Optimization of Matrix Implementations for Distributed Machine
Learning and Linear Algebra},
booktitle = {{SIGMOD} '21: International Conference on Management of Data, Virtual
Event, China, June 20-25, 2021},
pages = {1222--1234},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3448016.3457317},
doi = {10.1145/3448016.3457317},
timestamp = {Mon, 21 Jun 2021 11:48:16 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/LuoJYJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-01499,
author = {Shaoduo Gan and
Xiangru Lian and
Rui Wang and
Jianbin Chang and
Chengjun Liu and
Hongmei Shi and
Shengzhuo Zhang and
Xianghong Li and
Tengxu Sun and
Jiawei Jiang and
Binhang Yuan and
Sen Yang and
Ji Liu and
Ce Zhang},
title = {{BAGUA:} Scaling up Distributed Learning with System Relaxations},
journal = {CoRR},
volume = {abs/2107.01499},
year = {2021},
url = {https://arxiv.org/abs/2107.01499},
eprinttype = {arXiv},
eprint = {2107.01499},
timestamp = {Mon, 15 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-01499.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-05897,
author = {Xiangru Lian and
Binhang Yuan and
Xuefeng Zhu and
Yulong Wang and
Yongjun He and
Honghuan Wu and
Lei Sun and
Haodong Lyu and
Chengjun Liu and
Xing Dong and
Yiqiao Liao and
Mingnan Luo and
Congfei Zhang and
Jingru Xie and
Haonan Li and
Lei Chen and
Renjie Huang and
Jianying Lin and
Chengchun Shu and
Xuezhong Qiu and
Zhishan Liu and
Dongying Kong and
Lei Yuan and
Hai Yu and
Sen Yang and
Ce Zhang and
Ji Liu},
title = {Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders
up to 100 Trillion Parameters},
journal = {CoRR},
volume = {abs/2111.05897},
year = {2021},
url = {https://arxiv.org/abs/2111.05897},
eprinttype = {arXiv},
eprint = {2111.05897},
timestamp = {Mon, 15 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-05897.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigmod/JankovLYCZJG20,
author = {Dimitrije Jankov and
Shangyu Luo and
Binhang Yuan and
Zhuhua Cai and
Jia Zou and
Chris Jermaine and
Zekai J. Gao},
title = {Declarative Recursive Computation on an {RDBMS:} or, Why You Should
Use a Database For Distributed Machine Learning},
journal = {{SIGMOD} Rec.},
volume = {49},
number = {1},
pages = {43--50},
year = {2020},
url = {https://doi.org/10.1145/3422648.3422659},
doi = {10.1145/3422648.3422659},
timestamp = {Tue, 06 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigmod/JankovLYCZJG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-05083,
author = {Binhang Yuan and
Song Ge and
Wenhui Xing},
title = {A Federated Learning Framework for Healthcare IoT devices},
journal = {CoRR},
volume = {abs/2005.05083},
year = {2020},
url = {https://arxiv.org/abs/2005.05083},
eprinttype = {arXiv},
eprint = {2005.05083},
timestamp = {Thu, 14 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-05083.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-16529,
author = {Jia Zou and
Pratik Barhate and
Amitabh Das and
Arun Iyengar and
Binhang Yuan and
Dimitrije Jankov and
Chris Jermaine},
title = {Lachesis: Automated Generation of Persistent Partitionings for Big
Data Applications},
journal = {CoRR},
volume = {abs/2006.16529},
year = {2020},
url = {https://arxiv.org/abs/2006.16529},
eprinttype = {arXiv},
eprint = {2006.16529},
timestamp = {Thu, 02 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-16529.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-00524,
author = {Binhang Yuan and
Dimitrije Jankov and
Jia Zou and
Yuxin Tang and
Daniel Bourgeois and
Chris Jermaine},
title = {Tensor Relational Algebra for Machine Learning System Design},
journal = {CoRR},
volume = {abs/2009.00524},
year = {2020},
url = {https://arxiv.org/abs/2009.00524},
eprinttype = {arXiv},
eprint = {2009.00524},
timestamp = {Wed, 16 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-00524.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/JankovLYCZJG19,
author = {Dimitrije Jankov and
Shangyu Luo and
Binhang Yuan and
Zhuhua Cai and
Jia Zou and
Chris Jermaine and
Zekai J. Gao},
title = {Declarative Recursive Computation on an {RDBMS}},
journal = {Proc. {VLDB} Endow.},
volume = {12},
number = {7},
pages = {822--835},
year = {2019},
url = {http://www.vldb.org/pvldb/vol12/p822-jankov.pdf},
doi = {10.14778/3317315.3317323},
timestamp = {Sat, 25 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/JankovLYCZJG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/YuanX19,
author = {Binhang Yuan and
Wenhui Xing},
editor = {Hongen Liao and
Simone Balocco and
Guijin Wang and
Feng Zhang and
Yongpan Liu and
Zijian Ding and
Luc Duong and
Renzo Phellan and
Guillaume Zahnd and
Katharina Breininger and
Shadi Albarqouni and
Stefano Moriconi and
Su{-}Lin Lee and
Stefanie Demirci},
title = {Diagnosing Cardiac Abnormalities from 12-Lead Electrocardiograms Using
Enhanced Deep Convolutional Neural Networks},
booktitle = {Machine Learning and Medical Engineering for Cardiovascular Health
and Intravascular Imaging and Computer Assisted Stenting - First International
Workshop, {MLMECH} 2019, and 8th Joint International Workshop, {CVII-STENT}
2019, Held in Conjunction with {MICCAI} 2019, Shenzhen, China, October
13, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11794},
pages = {36--44},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-33327-0\_5},
doi = {10.1007/978-3-030-33327-0\_5},
timestamp = {Sat, 09 Jul 2022 19:21:44 +0200},
biburl = {https://dblp.org/rec/conf/miccai/YuanX19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-05625,
author = {Binhang Yuan and
Chen Wang and
Fei Jiang and
Mingsheng Long and
Philip S. Yu and
Yuan Liu},
title = {WaveletFCNN: {A} Deep Time Series Classification Model for Wind Turbine
Blade Icing Detection},
journal = {CoRR},
volume = {abs/1902.05625},
year = {2019},
url = {http://arxiv.org/abs/1902.05625},
eprinttype = {arXiv},
eprint = {1902.05625},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-05625.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-11121,
author = {Dimitrije Jankov and
Shangyu Luo and
Binhang Yuan and
Zhuhua Cai and
Jia Zou and
Chris Jermaine and
Zekai J. Gao},
title = {Declarative Recursive Computation on an RDBMS, or, Why You Should
Use a Database For Distributed Machine Learning},
journal = {CoRR},
volume = {abs/1904.11121},
year = {2019},
url = {http://arxiv.org/abs/1904.11121},
eprinttype = {arXiv},
eprint = {1904.11121},
timestamp = {Thu, 02 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-11121.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06802,
author = {Binhang Yuan and
Wenhui Xing},
title = {Diagnosing Cardiac Abnormalities from 12-Lead Electrocardiograms Using
Enhanced Deep Convolutional Neural Networks},
journal = {CoRR},
volume = {abs/1908.06802},
year = {2019},
url = {http://arxiv.org/abs/1908.06802},
eprinttype = {arXiv},
eprint = {1908.06802},
timestamp = {Mon, 26 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-06802.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-02120,
author = {Binhang Yuan and
Anastasios Kyrillidis and
Christopher M. Jermaine},
title = {Distributed Learning of Deep Neural Networks using Independent Subnet
Training},
journal = {CoRR},
volume = {abs/1910.02120},
year = {2019},
url = {http://arxiv.org/abs/1910.02120},
eprinttype = {arXiv},
eprint = {1910.02120},
timestamp = {Wed, 09 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-02120.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/0001BLLMSTYJ18,
author = {Jia Zou and
R. Matthew Barnett and
Tania Lorido{-}Botran and
Shangyu Luo and
Carlos Monroy and
Sourav Sikdar and
Kia Teymourian and
Binhang Yuan and
Chris Jermaine},
editor = {Gautam Das and
Christopher M. Jermaine and
Philip A. Bernstein},
title = {PlinyCompute: {A} Platform for High-Performance, Distributed, Data-Intensive
Tool Development},
booktitle = {Proceedings of the 2018 International Conference on Management of
Data, {SIGMOD} Conference 2018, Houston, TX, USA, June 10-15, 2018},
pages = {1189--1204},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3183713.3196933},
doi = {10.1145/3183713.3196933},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/0001BLLMSTYJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pacmpl/YuanMJ17,
author = {Binhang Yuan and
Vijayaraghavan Murali and
Christopher M. Jermaine},
title = {Abridging source code},
journal = {Proc. {ACM} Program. Lang.},
volume = {1},
number = {{OOPSLA}},
pages = {58:1--58:26},
year = {2017},
url = {https://doi.org/10.1145/3133882},
doi = {10.1145/3133882},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pacmpl/YuanMJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05573,
author = {Jia Zou and
R. Matthew Barnett and
Tania Lorido{-}Botran and
Shangyu Luo and
Carlos Monroy and
Sourav Sikdar and
Kia Teymourian and
Binhang Yuan and
Chris Jermaine},
title = {PlinyCompute: {A} Platform for High-Performance, Distributed, Data-Intensive
Tool Development},
journal = {CoRR},
volume = {abs/1711.05573},
year = {2017},
url = {http://arxiv.org/abs/1711.05573},
eprinttype = {arXiv},
eprint = {1711.05573},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-05573.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/YuanGWOK16,
author = {Binhang Yuan and
Ronald N. Goldman and
Eric Wang and
Olushola Olorunnipa and
David Khechoyan},
editor = {Michelle Connolly},
title = {Generating a 3D Normative Infant Cranial Model},
booktitle = {International Conference on Computational Science 2016, {ICCS} 2016,
6-8 June 2016, San Diego, California, {USA}},
series = {Procedia Computer Science},
volume = {80},
pages = {988--998},
publisher = {Elsevier},
year = {2016},
url = {https://doi.org/10.1016/j.procs.2016.05.394},
doi = {10.1016/J.PROCS.2016.05.394},
timestamp = {Thu, 08 Jul 2021 16:04:01 +0200},
biburl = {https://dblp.org/rec/conf/iccS/YuanGWOK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmm/YanYY14,
author = {Bo Yan and
Binhang Yuan and
Bo Yang},
title = {Effective Video Retargeting With Jittery Assessment},
journal = {{IEEE} Trans. Multim.},
volume = {16},
number = {1},
pages = {272--277},
year = {2014},
url = {https://doi.org/10.1109/TMM.2013.2286112},
doi = {10.1109/TMM.2013.2286112},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmm/YanYY14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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