Causal Inference

Disconfounding Fake News Video Explanation with Causal Inference IJCAI 2025 Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objects AAAI 2025 Discovering Latent Causal Graphs from Spatiotemporal Data ICML 2025 Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025 Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities ACL 2025 Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data AAAI 2025 DLTKG: Denoising Logic-based Temporal Knowledge Graph Reasoning EMNLP 2025 Do Contemporary Causal Inference Models Capture Real-World Heterogeneity? Findings from a Large-Scale Benchmark ICLR 2025 Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025 Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025 Double Debiased Machine Learning for Mediation Analysis with Continuous Treatments AISTATS 2025 Double Machine Learning for Causal Inference under Shared-State Interference ICML 2025 Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials ICML 2025 Doubly robust identification of treatment effects from multiple environments ICLR 2025 Dr.ECI: Infusing Large Language Models with Causal Knowledge for Decomposed Reasoning in Event Causality Identification COLING 2025 DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025 Dung’s Argumentation Framework: Unveiling the Expressive Power with Inconsistent Databases AAAI 2025 Dynamic Energy-Based Contrastive Learning with Multi-Stage Knowledge Verification for Event Causality Identification EMNLP 2025 Effective and Efficient Time-Varying Counterfactual Prediction with State-Space Models ICLR 2025 Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders AISTATS 2025 Efficient and Robust Semi-supervised Estimation of Average Treatment Effect with Partially Annotated Treatment and Response JMLR 2025 Efficient Causal Decision Making with One-sided Feedback ICLR 2025 Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection AAAI 2025 Eliciting Causal Abilities in Large Language Models for Reasoning Tasks AAAI 2025