Causal Inference

Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect AISTATS 2025 Logical Consistency of Large Language Models in Fact-Checking ICLR 2025 Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction AAAI 2025 LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025 Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail AAAI 2025 Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning IJCAI 2025 LoSAM: Local Search in Additive Noise Models with Mixed Mechanisms and General Noise for Global Causal Discovery UAI 2025 Lower Bounds on the Size of Markov Equivalence Classes UAI 2025 MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs ICLR 2025 MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding ICCV 2025 MCF-Spouse: A Multi-Label Causal Feature Selection Method with Optimal Spouses Discovery IJCAI 2025 Mediation Analysis for Probabilities of Causation AAAI 2025 Medical World Model ICCV 2025 MIB: A Mechanistic Interpretability Benchmark ICML 2025 Mind Control through Causal Inference: Predicting Clean Images from Poisoned Data ICLR 2025 Mitigating Language Confusion through Inference-time Intervention COLING 2025 Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality ICLR 2025 Mitigating Spurious Correlations via Counterfactual Contrastive Learning EMNLP 2025 MMCR: Benchmarking Cross-Source Reasoning in Scientific Papers ICCV 2025 Model-agnostic meta-learners for estimating heterogeneous treatment effects over time ICLR 2025 Modeling Bottom-up Information Quality during Language Processing EMNLP 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 2025 Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning ICLR 2025 MOD-KG: MultiOrgan Diagnosis Knowledge Graph AACL 2025 Moments of Causal Effects UAI 2025