Causal Inference

Local Causal Discovery Without Causal Sufficiency AAAI 2025 Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect AISTATS 2025 Logical forms complement probability in understanding language model (and human) performance ACL 2025 LoSAM: Local Search in Additive Noise Models with Mixed Mechanisms and General Noise for Global Causal Discovery UAI 2025 Mediation Analysis for Probabilities of Causation AAAI 2025 Moments of Causal Effects UAI 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 New User Event Prediction Through the Lens of Causal Inference AISTATS 2025 Nonparametric Factor Analysis and Beyond AISTATS 2025 On the Identifiability of Causal Abstractions AISTATS 2025 On the Reliability of Large Language Models for Causal Discovery ACL 2025 Optimal estimation of linear non-Gaussian structure equation models AISTATS 2025 Partial Label Causal Representation Learning for Instance-Dependent Supervision and Domain Generalization AAAI 2025 PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025 R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration EMNLP 2025 Relational Causal Discovery with Latent Confounders UAI 2025 RRM: Robust Reward Model Training Mitigates Reward Hacking ICLR 2025 Separation-Based Distance Measures for Causal Graphs AISTATS 2025 Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations CVPR 2025 SNAP: Sequential Non-Ancestor Pruning for Targeted Causal Effect Estimation With an Unknown Graph AISTATS 2025 Spectral Representation for Causal Estimation with Hidden Confounders AISTATS 2025 Standardizing Structural Causal Models ICLR 2025 Stories that (are) Move(d by) Markets: A Causal Exploration of Market Shocks and Semantic Shifts across Different Partisan Groups ACL 2025 Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025 Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies AAAI 2025