Zijian Li

Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis

Controllable Video Generation with Provable Disentanglement

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

Diverse Dictionary Learning

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

Should Bias be Eliminated? A General Framework to Use Bias for OOD Generalization

On the Identification of Temporal Causal Representation with Instantaneous Dependence

Thought Communication in Multiagent Collaboration

Towards Identifiability of Hierarchical Temporal Causal Representation Learning

Online Time Series Forecasting with Theoretical Guarantees

Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis

LLM Interpretability with Identifiable Temporal-Instantaneous Representation

A General Representation-Based Approach to Multi-Source Domain Adaptation

Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning

Causal Graph Transformer for Treatment Effect Estimation Under Unknown Interference

Causal Representation Learning from Multimodal Biomedical Observations

Identification of Nonparametric Dynamic Causal Model and Latent Process for Climate Analysis