Siyuan Guo

Skill Learning via Policy Diversity Yields Identifiable Representations for Reinforcement Learning

Physics of Learning: A Lagrangian perspective to different learning paradigms

Do-PFN: In-Context Learning for Causal Effect Estimation

Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning

Counterfactual reasoning: an analysis of in-context emergence