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 Computer Science, UC BerkeleyVerified email at berkeley.edu
Michael FranklinLiew Family Chair of Computer Science, University of ChicagoVerified email at uchicago.edu
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Carlos GuestrinProfessor, Stanford UniversityVerified email at stanford.edu
Xin WangMicrosoft Research, UC BerkeleyVerified email at berkeley.edu
Kurt KeutzerProfessor of the Graduate School, EECS, University of California, BerkeleyVerified email at berkeley.edu
Trevor DarrellProfessor of Computer Science, U.C. BerkeleyVerified email at eecs.berkeley.edu
Ankur DaveSoftware Engineer, DatabricksVerified email at eecs.berkeley.edu
Daniel CrankshawGraduate Student, UC BerkeleyVerified email at cs.berkeley.edu
Alvin WanResearch Scientist, AppleVerified email at apple.com
Brijen ThananjeyanResearch Scientist, Ambi RoboticsVerified email at ambirobotics.com
Danny BicksonSr. Manager, AppleVerified email at cs.cmu.edu
Vikram SreekantiUC BerkeleyVerified email at berkeley.edu
Michael MahoneyProfessor of Statistics, UC BerkeleyVerified email at stat.berkeley.edu
Reynold XinDatabricksVerified email at databricks.com
Bichen WuGenAI at Meta, UC BerkeleyVerified email at berkeley.edu
Ashwin BalakrishnaResearch Scientist, Toyota Research InstituteVerified email at tri.global
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


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
{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	3099*	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	2788	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	2443	2012
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	1075	2014
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	914	2013
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	781	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	773	2018
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	624	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	620	2018
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	565	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	451	2010
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	437	2018
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), 2023	436	2023
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	432	2021
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	410	2020
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	399	2017
Frustratingly simple few-shot object detection X Wang, TE Huang, T Darrell, JE Gonzalez, F Yu arXiv preprint arXiv:2003.06957, 2020	393	2020
Shift: A zero flop, zero parameter alternative to spatial convolutions B Wu, A Wan, X Yue, P Jin, S Zhao, N Golmant, A Gholaminejad, ... Proceedings of the IEEE conference on computer vision and pattern …, 2018	387	2018
Scalable inference in latent variable models A Ahmed, M Aly, J Gonzalez, S Narayanamurthy, AJ Smola Proceedings of the fifth ACM international conference on Web search and data …, 2012	325	2012
Model-based value estimation for efficient model-free reinforcement learning V Feinberg, A Wan, I Stoica, MI Jordan, JE Gonzalez, S Levine arXiv preprint arXiv:1803.00101, 2018	293	2018

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