Kun Zhang

13 papers CMU & MBZUAI

• CausalVerse: Benchmarking Causal Representation Learning with Configurable High-Fidelity Simulations
• Detecting Generated Images by Fitting Natural Image Distributions
• Gene Regulatory Network Inference in the Presence of Selection Bias and Latent Confounders
• LLM Interpretability with Identifiable Temporal-Instantaneous Representation
• Learning Counterfactual Outcomes Under Rank Preservation
• Online Time Series Forecasting with Theoretical Guarantees
• PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis
• Practical Kernel Selection for Kernel-based Conditional Independence Test
• The third pillar of causal analysis? A measurement perspective on causal representations
• Thought Communication in Multiagent Collaboration
• Towards Accurate Time Series Forecasting via Implicit Decoding
• Towards Identifiability of Hierarchical Temporal Causal Representation Learning
• Towards Self-Refinement of Vision-Language Models with Triangular Consistency