Binhang Yuan（袁彬航）

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Ce ZhangTogether AI; University of ChicagoVerificeret mail på together.xyz
Beidi ChenCarnegie Mellon UniversityVerificeret mail på andrew.cmu.edu
Chris JermaineAssociate Professor of Computer Science, Rice UniversityVerificeret mail på cs.rice.edu
Christopher RéComputer Science, Stanford UniversityVerificeret mail på cs.stanford.edu
Percy LiangAssociate Professor of Computer Science, Stanford UniversityVerificeret mail på cs.stanford.edu
Bin CUIProfessor of Computer Science, Peking UniversityVerificeret mail på pku.edu.cn
Wentao Zhang (张文涛)Assistant Professor, Peking UniversityVerificeret mail på pku.edu.cn
Wei WangThe Hong Kong University of Science and TechnologyVerificeret mail på cse.ust.hk
Zeke WangZhejiang UniversityVerificeret mail på zju.edu.cn
Mengqian LuHong Kong University of Science and Technology (HKUST); Columbia University in the City of New YorkVerificeret mail på ust.hk
Yi WuInstitute for Interdisciplinary Information Sciences, Tsinghua UniversityVerificeret mail på mail.tsinghua.edu.cn
Zhangyang (Atlas) WangXTX Markets & University of Texas at AustinVerificeret mail på utexas.edu
ANG LIAssistant Professor, Department of Electrical and Computer Engineering, University of MarylandVerificeret mail på umd.edu
Tianlong ChenAssistant Professor, CS@UNC Chapel Hill; PostDoc, CSAIL@MIT+BMI@Harvard; Ph.D., ECE@UT AustinVerificeret mail på cs.unc.edu
Hongyi WangGenBio AI; Incoming Assistant Professor, Rutgers UniversityVerificeret mail på genbio.ai
Tao LINWestlake University | EPFLVerificeret mail på westlake.edu.cn
Xiaonan NieByteDance, Peking UniversityVerificeret mail på pku.edu.cn
Xu HanTsinghua UniversityVerificeret mail på mails.tsinghua.edu.cn
Xupeng MiaoPurdue UniversityVerificeret mail på purdue.edu
Ana KlimovicETH ZurichVerificeret mail på ethz.ch

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Binhang Yuan（袁彬航）

Hong Kong University of Science and Technology

Verificeret mail på ust.hk - Startside

ML system


Titel Sortér efter henvisninger Sortér efter årstal Sortér efter titel	Citeret af Citeret af	År
Holistic Evaluation of Language Models P Liang, R Bommasani, T Lee, D Tsipras, D Soylu, M Yasunaga, Y Zhang, ... arXiv preprint arXiv:2211.09110, 2022	1234	2022
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Y Sheng, L Zheng, B Yuan, Z Li, M Ryabinin, B Chen, P Liang, C Ré, ... International Conference on Machine Learning, 31094-31116, 2023	335	2023
Deja vu: Contextual sparsity for efficient llms at inference time Z Liu, J Wang, T Dao, T Zhou, B Yuan, Z Song, A Shrivastava, C Zhang, ... International Conference on Machine Learning, 22137-22176, 2023	260	2023
A Federated Learning Framework for Healthcare IoT devices B Yuan, S Ge, W Xing arXiv preprint arXiv:2005.05083, 2020	94	2020
Decentralized training of foundation models in heterogeneous environments B Yuan, Y He, J Davis, T Zhang, T Dao, B Chen, PS Liang, C Re, C Zhang Advances in Neural Information Processing Systems 35, 25464-25477, 2022	89	2022
Declarative Recursive Computation on an RDBMS: or, Why You Should Use a Database For Distributed Machine Learning D Jankov, S Luo, B Yuan, Z Cai, J Zou, C Jermaine, ZJ Gao ACM SIGMOD Record 49 (1), 43-50, 2020	82	2020
Distributed Learning of Fully Connected Neural Networks using Independent Subnet Training B Yuan, CR Wolfe, C Dun, Y Tang, A Kyrillidis, C Jermaine Proceedings of the VLDB Endowment 15 (8), 1581 - 1590, 2022	59*	2022
Tensor Relational Algebra for Distributed Machine Learning System Design B Yuan, D Jankov, J Zou, Y Tang, D Bourgeois, C Jermaine Proceedings of the VLDB Endowment 14 (8), 1338-1350, 2021	47*	2021
Persia: An open, hybrid system scaling deep learning-based recommenders up to 100 trillion parameters X Lian, B Yuan, X Zhu, Y Wang, Y He, H Wu, L Sun, H Lyu, C Liu, X Dong, ... Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022	39*	2022
CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks J Wang, Y Lu, B Yuan, B Chen, P Liang, C De Sa, C Re, C Zhang International Conference on Machine Learning, 36058-36076, 2023	38	2023
A survey of multimodal large language model from a data-centric perspective T Bai, H Liang, B Wan, Y Xu, X Li, S Li, L Yang, B Li, Y Wang, B Cui, ... arXiv preprint arXiv:2405.16640, 2024	34	2024
BAGUA: Scaling up Distributed Learning with System Relaxations J Gan, Shaoduo and Jiang, Jiawei and Yuan, Binhang and Zhang, Ce and Lian ... Proceedings of the VLDB Endowment 15 (4), 804–813, 2022	33*	2022
Waveletfcnn: A deep time series classification model for wind turbine blade icing detection B Yuan, C Wang, F Jiang, M Long, PS Yu, Y Liu arXiv preprint arXiv:1902.05625 3, 2019	30	2019
PlinyCompute: A platform for high-performance, distributed, data-intensive tool development J Zou, RM Barnett, T Lorido-Botran, S Luo, C Monroy, S Sikdar, ... Proceedings of the 2018 International Conference on Management of Data, 1189 …, 2018	27	2018
Effective video retargeting with jittery assessment B Yan, B Yuan, B Yang IEEE transactions on multimedia 16 (1), 272-277, 2013	20	2013
Fine-tuning Language Models over Slow Networks using Activation Quantization with Guarantees J Wang, B Yuan, L Rimanic, Y He, T Dao, B Chen, C Ré, C Zhang Advances in Neural Information Processing Systems 35, 19215-19230, 2022	19*	2022
In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle L Xu, S Qiu, B Yuan, J Jiang, C Renggli, S Gan, K Kara, G Li, J Liu, W Wu, ... Proceedings of the 2022 International Conference on Management of Data, 1286 …, 2022	17*	2022
Lachesis: Automatic Partitioning for UDF-Centric Analytics J Zou, A Das, P Barhate, A Iyengar, B Yuan, D Jankov, C Jermaine Proceedings of the VLDB Endowment 14 (8), 1262-1275, 2021	17*	2021
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra S Luo, D Jankov, B Yuan, C Jermaine Proceedings of the 2021 International Conference on Management of Data, 1222 …, 2021	15	2021
Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees D Jankov, B Yuan, S Luo, C Jermaine Proceedings of the VLDB Endowment 14 (7), 1228--1240, 2021	12	2021

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