Causal Inference

BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain ACL 2025 Bivariate Causal Discovery with Proxy Variables: Integral Solving and Beyond ICML 2025 Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding CLeaR 2025 C2MIL: Synchronizing Semantic and Topological Causalities in Multiple Instance Learning for Robust and Interpretable Survival Analysis ICCV 2025 Castle: Causal Cascade Updates in Relational Databases with Large Language Models EMNLP 2025 CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models EMNLP 2025 Causal Abstraction Inference under Lossy Representations ICML 2025 Causal Attribution Analysis for Continuous Outcomes ICML 2025 Causal Discovery by Interventions via Integer Programming AAAI 2025 Causal Discovery from Conditionally Stationary Time Series ICML 2025 Causal discovery in mixed additive noise models AISTATS 2025 Causal drivers of dynamic networks CLeaR 2025 Causal Effect Identification in Heterogeneous Environments from Higher-Order Moments UAI 2025 Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants ICML 2025 Causal Graph based Event Reasoning using Semantic Relation Experts ACL 2025 Causal Identification for Complex Functional Longitudinal Studies ICLR 2025 Causal Inference amid Missingness-Specific Independences and Mechanism Shifts UAI 2025 CausalLink: An Interactive Evaluation Framework for Causal Reasoning ACL 2025 CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks EMNLP 2025 Causal reasoning in difference graphs CLeaR 2025 Causal Temporal Regime Structure Learning AISTATS 2025 Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025 Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism IJCAI 2025 CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025 CoDeR: Counterfactual Demand Reasoning for Sequential Recommendation AAAI 2025