Udaya Ghai
Scholar

Udaya Ghai

Google Scholar ID: Kf1SGfgAAAAJ
AWS
Machine LearningOptimizationAlgorithms
Citations & Impact
All-time
Citations
273
 
H-index
9
 
i10-index
9
 
Publications
18
 
Co-authors
17
list available
Resume
Academic Achievements
  • Published multiple papers, including but not limited to: 'Sample-Optimal Agnostic Boosting with Unlabeled Data', 'A shared-revenue Bertrand Game', 'Mind the Gap: Examining the Self-Improvement Capabilities of Large Language Models', etc. 'Mind the Gap: Examining the Self-Improvement Capabilities of Large Language Models' was accepted to ICLR 2025 and presented orally; 'A Regret Minimization Approach to Multi-Agent Control' was accepted to ICML 2022 and GMAS Workshop @ ICLR 2022, and won the Best Poster award.
Research Experience
  • Working in the AWS Automated Reasoning Group, previously applied RL to Amazon's supply chain.
Education
  • Ph.D. in Computer Science from Princeton University, supervised by Prof. Elad Hazan. Also worked as a student researcher at Google Brain. B.S. in Computer Science from Caltech. Previously a software engineer at IMC Trading.
Background
  • Senior Machine Learning Scientist in the AWS Automated Reasoning Group, working on the intersection of LLMs, reinforcement learning, and automated reasoning. Interested in the theory and algorithms for machine learning, particularly reinforcement learning, control, optimization (convex and non-convex), and online learning.