Scholar
Jason D. Lee
Google Scholar ID: GR_DsT0AAAAJ
Associate Professor of EECS & Statistics at UC Berkeley
Machine Learning Theory
Machine Learning
Artificial Intelligence
Statistics
Optimization
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Citations & Impact
All-time
Citations
18,706
H-index
63
i10-index
133
Publications
20
Co-authors
179
list available
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Publications
29 items
Sharp Capacity Scaling of Spectral Optimizers in Learning Associative Memory
2026
Cited
0
Improved high-dimensional estimation with Langevin dynamics and stochastic weight averaging
2026
Cited
0
Statistical Learning Theory in Lean 4: Empirical Processes from Scratch
2026
Cited
0
Provable Learning of Random Hierarchy Models and Hierarchical Shallow-to-Deep Chaining
2026
Cited
0
Coverage Improvement and Fast Convergence of On-policy Preference Learning
2026
Cited
0
Neural Networks Learn Generic Multi-Index Models Near Information-Theoretic Limit
2025
Cited
0
Quantitative Bounds for Length Generalization in Transformers
2025
Cited
0
DAG-Math: Graph-Guided Mathematical Reasoning in LLMs
2025
Cited
0
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Resume (English only)
Academic Achievements
Samsung AI Researcher of the Year Award (2023)
NSF CAREER Award (2022)
ONR Young Investigator Award (2021)
Sloan Research Fellow in Computer Science (2019)
NIPS 2016 Best Student Paper Award for 'Matrix Completion has no Spurious Local Minima'
Finalist for Best Paper Prize for Young Researchers in Continuous Optimization
Princeton Commendation for Outstanding Teaching for ECE538B
Published numerous papers at top venues including NeurIPS, ICML, COLT, and JMLR on deep learning theory, Transformers, and policy gradient methods
Research Experience
Currently Associate Professor of EECS and Statistics at UC Berkeley
Formerly Associate Professor at Princeton University
Former Research Scientist at Google DeepMind
Former Member of the Institute for Advanced Study (IAS)
Postdoc at UC Berkeley with Michael I. Jordan
Co-authors
179 total
Simon Shaolei Du
Associate Professor, School of Computer Science and Engineering, University of Washington
Yuekai Sun
University of Michigan
Michael I. Jordan
Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley
Sham M Kakade
Harvard University
Qi Lei
Assistant Professor of Mathematics and Data Science, New York University
Wenhao Zhan
Graduate Student, Princeton University
Tengyu MA
Stanford University
Nathan Srebro
Professor, TTIC and University of Chicago
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