Sotabase

Career

· Associate Professor, UC Berkeley2021–
· Co-founder, Aqueduct Inc.2020–
· Assistant Professor, UC Berkeley2016–2021
· Co-founder, Turi Inc.2013–2016
· Postdoctoral Researcher, UC Berkeley AMPLab2013–2015
· Intern, Yahoo! Research2011–
· Intern, AT&T Labs2007–
· M.S. Student, Carnegie Mellon University2007–2009
· PhD Student, Carnegie Mellon University2006–2012
· B.S. with Honors in Computer Science, California Institute of Technology2002–2006
· Co-founder and Head of AI, RunLLM

Publications (200)

Distributed GraphLab: A Framework for Machine Learning in the Cloud
Proceedings of the VLDB Endowment · 2012
1,086
cited
Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
International Conference on Machine Learning · 2024
1,012
cited
Carbon Emissions and Large Neural Network Training
arXiv.org · 2021
926
cited
Cloud Programming Simplified: A Berkeley View on Serverless Computing
arXiv.org · 2019
785
cited
High-throughput Generative Inference of Large Language Models with a Single GPU
International Conference on Machine Learning · 2023
592
cited
SGLang: Efficient Execution of Structured Language Model Programs
Neural Information Processing Systems · 2023
532
cited
GraphLab: A New Parallel Framework for Machine Learning
2010
469
cited
Serverless Computing: One Step Forward, Two Steps Back
Conference on Innovative Data Systems Research · 2018
417
cited
FetchSGD: Communication-Efficient Federated Learning with Sketching
International Conference on Machine Learning · 2020
413
cited
The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
Computer · 2022
357
cited
From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline
International Conference on Machine Learning · 2024
346
cited
Effects of STX209 (Arbaclofen) on Neurobehavioral Function in Children and Adults with Fragile X Syndrome: A Randomized, Controlled, Phase 2 Trial
Science Translational Medicine · 2012
319
cited
RAFT: Adapting Language Model to Domain Specific RAG
arXiv.org · 2024
307
cited
RouteLLM: Learning to Route LLMs with Preference Data
arXiv.org · 2024
246
cited
What serverless computing is and should become
Communications of the ACM · 2021
221
cited
A Prospective Open-Label Treatment Trial of Olanzapine Monotherapy in Children and Adolescents with Bipolar Disorder
Journal of child and adolescent psychopharmacology · 2001
213
cited
Rethinking Benchmark and Contamination for Language Models with Rephrased Samples
arXiv.org · 2023
169
cited
S-LoRA: Serving Thousands of Concurrent LoRA Adapters
arXiv.org · 2023
146
cited
Attention-deficit/hyperactivity disorder in pediatric patients with epilepsy: Review of pharmacological treatment
Epilepsy & Behavior · 2008
121
cited
How Long Can Context Length of Open-Source LLMs truly Promise?
106
cited
Sotabase