Popular GitHub Repositories for Theory

Reinforcement learning theory book about foundations of deep RL algorithms with proofs.

A structured collection of notes (mostly, on machine learning) and a Flask app for reading and searching them.

This paper list focuses on the theoretical and empirical analysis of language models, especially large language models (LLMs). The papers in this list investigate the learning behavior, generalization ability, and other properties of language models through theoretical analysis, empirical analysis, or a combination of both.

[AAAI 2024] Composite Active Learning: Towards Multi-Domain Active Learning with Theoretical Guarantees

official tensorflow implementation of "On Extended Long Short-term Memory and Dependent Bidirectional Recurrent Neural Network"

Language Models Resist Alignment