Fan Feng

Ada-Diffuser: Latent-Aware Adaptive Diffusion for Decision-Making

Provably Learning Task-Relevant World Representation

From Comparison to Composition: Towards Understanding Machine Cognition of Unseen Categories

SafeDialBench: A Fine-Grained Safety Evaluation Benchmark for Large Language Models in Multi-Turn Dialogues with Diverse Jailbreak Attacks

MuSED-FM: A Benchmark for Evaluating Multivariate Time Series Foundation Models

Learning Task-Sufficient World Models via Intervention-Curriculum Co-Design

Sparse World Models: Visual World Modeling with Sparse Representations

Learning Interactive World Model for Object-Centric Reinforcement Learning

Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations

Online Time Series Forecasting with Theoretical Guarantees

Null Counterfactual Factor Interactions for Goal-Conditioned Reinforcement Learning

Causal Information Prioritization for Efficient Reinforcement Learning

Towards Empowerment Gain through Causal Structure Learning in Model-Based Reinforcement Learning