Causal Inference

uir-cis at SemEval-2026 Task 12: Mitigating Prior-Induced Hallucinations in Retrieval-Augmented Reasoning via Precision-Oriented Decoding SemEval 2026 Variance Estimation and Selecting Good Estimands for Causal Effect Queries UAI 2026 $σ$-Maximal Ancestral Graphs UAI 2025 A Causal World Model Underlying Next Token Prediction: Exploring GPT in a Controlled Environment ICML 2025 A Conditional Independence Test in the Presence of Discretization ICLR 2025 Actual Causation and Nondeterministic Causal Models CLeaR 2025 Addressing Hallucination in Causal Q&A: The Efficacy of Fine-tuning over Prompting in LLMs COLING 2025 Advancing Fairness in Precision Medicine: A Universal Framework for Optimal Treatment Estimation in Censored Data AISTATS 2025 Algorithmic syntactic causal identification CLeaR 2025 Aligning Graphical and Functional Causal Abstractions CLeaR 2025 Alleviating Dual Biases in Recommendation (Student Abstract) AAAI 2025 A Logic-Based Approach to Causal Discovery: Signal Temporal Logic Perspective IJCAI 2025 Analysis of Two-Stage Rollout Designs with Clustering for Causal Inference under Network Interference AISTATS 2025 An Asymmetric Independence Model for Causal Discovery on Path Spaces CLeaR 2025 An Efficient Search-and-Score Algorithm for Ancestral Graphs using Multivariate Information Scores for Complex Non-linear and Categorical Data ICML 2025 A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability ICML 2025 A Non-Interventionist Approach to Causal Reasoning Based on Lewisian Counterfactuals IJCAI 2025 A Practical Approach to Causal Inference over Time AAAI 2025 A Recipe for Causal Graph Regression: Confounding Effects Revisited ICML 2025 A Sample Efficient Conditional Independence Test in the Presence of Discretization ICML 2025 Assessing the Reasoning Capabilities of LLMs in the context of Evidence-based Claim Verification ACL 2025 A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025 Bayesian Active Learning for Bivariate Causal Discovery ICML 2025 Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation CLeaR 2025 Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction IJCAI 2025