Joseph E. Gonzalez

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Ion StoicaProfessor of Computer Science, UC BerkeleyVerified email at cs.berkeley.edu
Ken GoldbergProfessor, UC Berkeley and UCSFVerified email at berkeley.edu
Joseph HellersteinJim Gray Professor of the Graduate School, UC BerkeleyVerified email at berkeley.edu
Michael FranklinLiew Family Chair of Computer Science, University of ChicagoVerified email at uchicago.edu
Trevor DarrellProfessor of Computer Science, U.C. BerkeleyVerified email at eecs.berkeley.edu
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Xin WangMicrosoft AI, UC BerkeleyVerified email at berkeley.edu
Carlos GuestrinProfessor, Stanford UniversityVerified email at stanford.edu
Kurt KeutzerProfessor of the Graduate School, EECS, University of California, BerkeleyVerified email at berkeley.edu
Ankur DaveSoftware Engineer, DatabricksVerified email at eecs.berkeley.edu
Alvin WanResearch Scientist, AppleVerified email at apple.com
Daniel CrankshawGraduate Student, UC BerkeleyVerified email at cs.berkeley.edu
Brijen ThananjeyanSenior Research Scientist, Ambi RoboticsVerified email at ambirobotics.com
Matei ZahariaUC Berkeley and DatabricksVerified email at berkeley.edu
Vikram SreekantiUC BerkeleyVerified email at berkeley.edu
Bichen WuGenAI at Meta, UC BerkeleyVerified email at berkeley.edu
Michael MahoneyProfessor of Statistics, UC BerkeleyVerified email at stat.berkeley.edu
Danny BicksonSr. Manager, AppleVerified email at cs.cmu.edu
Reynold XinDatabricksVerified email at databricks.com
Johann Schleier-SmithUC BerkeleyVerified email at berkeley.edu

Joseph E. Gonzalez

Professor of Computer Science, UC Berkeley

Verified email at berkeley.edu - Homepage

Machine Learning Computer Systems


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{PowerGraph}: Distributed {Graph-Parallel} computation on natural graphs JE Gonzalez, Y Low, H Gu, D Bickson, C Guestrin 10th USENIX symposium on operating systems design and implementation (OSDI …, 2012	3292*	2012
Apache spark: a unified engine for big data processing M Zaharia, RS Xin, P Wendell, T Das, M Armbrust, A Dave, X Meng, ... Communications of the ACM 59 (11), 56-65, 2016	3094	2016
Distributed graphlab: A framework for machine learning in the cloud Y Low, J Gonzalez, A Kyrola, D Bickson, C Guestrin, JM Hellerstein arXiv preprint arXiv:1204.6078, 2012	2516	2012
Judging llm-as-a-judge with mt-bench and chatbot arena L Zheng, WL Chiang, Y Sheng, S Zhuang, Z Wu, Y Zhuang, Z Lin, Z Li, ... Advances in Neural Information Processing Systems 36, 46595-46623, 2023	1541	2023
Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality WL Chiang, Z Li, Z Lin, Y Sheng, Z Wu, H Zhang, L Zheng, S Zhuang, ... See https://vicuna. lmsys. org (accessed 14 April 2023) 2 (3), 6, 2023	1331	2023
Graphlab: A new framework for parallel machine learning Y Low, JE Gonzalez, A Kyrola, D Bickson, CE Guestrin, J Hellerstein arXiv preprint arXiv:1408.2041, 2014	1110	2014
Tune: A research platform for distributed model selection and training R Liaw, E Liang, R Nishihara, P Moritz, JE Gonzalez, I Stoica arXiv preprint arXiv:1807.05118, 2018	1084	2018
RLlib: Abstractions for distributed reinforcement learning E Liang, R Liaw, R Nishihara, P Moritz, R Fox, K Goldberg, J Gonzalez, ... International conference on machine learning, 3053-3062, 2018	1001	2018
Graphx: A resilient distributed graph system on spark RS Xin, JE Gonzalez, MJ Franklin, I Stoica First international workshop on graph data management experiences and …, 2013	928	2013
Cloud programming simplified: A berkeley view on serverless computing E Jonas, J Schleier-Smith, V Sreekanti, CC Tsai, A Khandelwal, Q Pu, ... arXiv preprint arXiv:1902.03383, 2019	777	2019
Skipnet: Learning dynamic routing in convolutional networks X Wang, F Yu, ZY Dou, T Darrell, JE Gonzalez Proceedings of the European conference on computer vision (ECCV), 409-424, 2018	748	2018
Carbon emissions and large neural network training D Patterson, J Gonzalez, Q Le, C Liang, LM Munguia, D Rothchild, D So, ... arXiv preprint arXiv:2104.10350, 2021	734	2021
Clipper: A {Low-Latency} online prediction serving system D Crankshaw, X Wang, G Zhou, MJ Franklin, JE Gonzalez, I Stoica 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2017	710	2017
Efficient memory management for large language model serving with pagedattention W Kwon, Z Li, S Zhuang, Y Sheng, L Zheng, CH Yu, J Gonzalez, H Zhang, ... Proceedings of the 29th Symposium on Operating Systems Principles, 611-626, 2023	666	2023
Frustratingly simple few-shot object detection X Wang, TE Huang, T Darrell, JE Gonzalez, F Yu arXiv preprint arXiv:2003.06957, 2020	616	2020
Visual transformers: Token-based image representation and processing for computer vision B Wu, C Xu, X Dai, A Wan, P Zhang, Z Yan, M Tomizuka, J Gonzalez, ... arXiv preprint arXiv:2006.03677, 2020	562	2020
Serverless computing: One step forward, two steps back JM Hellerstein, J Faleiro, JE Gonzalez, J Schleier-Smith, V Sreekanti, ... arXiv preprint arXiv:1812.03651, 2018	511	2018
Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality, March 2023 WL Chiang, Z Li, Z Lin, Y Sheng, Z Wu, H Zhang, L Zheng, S Zhuang, ... URL https://lmsys. org/blog/2023-03-30-vicuna 3 (5), 2023	502	2023
Opaque: An oblivious and encrypted distributed analytics platform W Zheng, A Dave, JG Beekman, RA Popa, JE Gonzalez, I Stoica 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2017	468	2017
Graphlab: A new parallel framework for machine learning Y Low, J Gonzalez, A Kyrola, D Bickson, C Guestrin, JM Hellerstein Conference on uncertainty in artificial intelligence (UAI) 20, 2010	456	2010

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