Gonzalez Group Photo Collage

Gonzalez Group

Enthusiastically Advancing AI Systems at UC Berkeley

Gorilla MemGPT Chatbot Arena vLLM VisDiff Skyplane SGLang ERDOS
Gorilla MemGPT Chatbot Arena vLLM VisDiff Skyplane SGLang ERDOS
Gorilla MemGPT Chatbot Arena vLLM VisDiff Skyplane SGLang ERDOS
Joseph E. Gonzalez

Joey Gonzalez's group at UC Berkeley focuses on advancing AI systems, including LLM Agents, data systems, efficent ML training and inference, and generative model evaluation. His group has spawned many successful projects such as Gorilla, Chatbot Arena, vLLM, MemGPT (new Letta), SGLang and more.
Visit the Google Scholar page for more our current publications. His students also have a podcast on PhD life here.

Recent Publications

Carff: Conditional auto-encoded radiance field for 3d scene forecasting

Jiezhi Yang and Khushi Desai and Charles Packer and Harshil Bhatia and Nicholas Rhinehart and Rowan McAllister and Joseph E Gonzalez

European Conference on Computer Vision

GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications

Shishir G Patil and Tianjun Zhang and Vivian Fang and Roy Huang and Aaron Hao and Martin Casado and Joseph E Gonzalez and Raluca Ada Popa and Ion Stoica

arXiv preprint arXiv:2404.06921

From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Tianle Li and Wei-Lin Chiang and Evan Frick and Lisa Dunlap and Tianhao Wu and Banghua Zhu and Joseph E Gonzalez and Ion Stoica

arXiv preprint arXiv:2406.11939

Describing differences in image sets with natural language

Lisa Dunlap and Yuhui Zhang and Xiaohan Wang and Ruiqi Zhong and Trevor Darrell and Jacob Steinhardt and Joseph E Gonzalez and Serena Yeung-Levy

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark

Tsung-Han Wu and Giscard Biamby and Jerome Quenum and Ritwik Gupta and Joseph E Gonzalez and Trevor Darrell and David M Chan

arXiv preprint arXiv:2407.13766

Specifications: The missing link to making the development of LLM systems an engineering discipline

Ion Stoica and Matei Zaharia and Joseph Gonzalez and Ken Goldberg and Hao Zhang and Anastasios Angelopoulos and Shishir G Patil and Lingjiao Chen and Wei-Lin Chiang and Jared Q Davis

arXiv preprint arXiv:2412.05299

Fairness in serving large language models

Ying Sheng and Shiyi Cao and Dacheng Li and Banghua Zhu and Zhuohan Li and Danyang Zhuo and Joseph E Gonzalez and Ion Stoica

18th USENIX Symposium on Operating Systems Design and Implementation (OSDI 24)

See Say and Segment: Teaching LMMs to Overcome False Premises

Tsung-Han Wu and Giscard Biamby and David Chan and Lisa Dunlap and Ritwik Gupta and Xudong Wang and Joseph E Gonzalez and Trevor Darrell

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

SuperCorrect: Supervising and Correcting Language Models with Error-Driven Insights

Ling Yang and Zhaochen Yu and Tianjun Zhang and Minkai Xu and Joseph E Gonzalez and Bin Cui and Shuicheng Yan

arXiv preprint arXiv:2410.09008
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