causal inference

Standardizing Structural Causal Models ICLR 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 Stories that (are) Move(d by) Markets: A Causal Exploration of Market Shocks and Semantic Shifts across Different Partisan Groups ACL 2025 Subgraph Information Bottleneck with Causal Dependency for Stable Molecular Relational Learning IJCAI 2025 Substitute Adjustment via Recovery of Latent Variables JMLR 2025 Sympathy over Polarization: A Computational Discourse Analysis of Social Media Posts about the July 2024 Trump Assassination Attempt IJCNLP 2025 Synthetic Potential Outcomes and Causal Mixture Identifiability AISTATS 2025 Systems with Switching Causal Relations: A Meta-Causal Perspective ICLR 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion COLING 2025 Testing Generalizability in Causal Inference UAI 2025 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025 The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data CLeaR 2025 The Causal Information Bottleneck and Optimal Causal Variable Abstractions UAI 2025 The Financial Document Causality Detection Shared Task (FinCausal 2025) COLING 2025 The Hardness of Validating Observational Studies with Experimental Data AISTATS 2025 The LLM Language Network: A Neuroscientific Approach for Identifying Causally Task-Relevant Units NAACL 2025 The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025 The Partially Observable Off-Switch Game AAAI 2025 The Relativity of Causal Knowledge UAI 2025 Token Activation Map to Visually Explain Multimodal LLMs ICCV 2025 Toward Informed AV Decision-Making: Computational Model of Well-being and Trust in Mobility IJCAI 2025 Towards counterfactual fairness through auxiliary variables ICLR 2025 Towards Precise Embodied Dialogue Localization via Causality Guided Diffusion CVPR 2025 Treble Counterfactual VLMs: A Causal Approach to Hallucination EMNLP 2025