Methods

deep learning ;  neural networks ;  optimization ;  statistical methods ;  language models  

Topics

algorithms ;  artificial intelligence ;  decision-making ;  machine learning  

Research Contributions

From Words to Actions: Unveiling the Theoretical Underpinnings of LLM-Driven Autonomous Systems

International Conference on Machine Learning (2024)

Unveiling Induction Heads: Provable Training Dynamics and Feature Learning in Transformers

Conference on Neural Information Processing Systems (2024)

Provably Efficient reinforcement learning with linear function approximation

Mathematics of Operations Research (2023)

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