Causal Inference

Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation ICML 2025 Spectral Representation for Causal Estimation with Hidden Confounders AISTATS 2025 Standardizing Structural Causal Models ICLR 2025 Strategic A/B testing via Maximum Probability-driven Two-armed Bandit ICML 2025 Strong and Weak Identifiability of Optimization-based Causal Discovery in Non-linear Additive Noise Models ICML 2025 Stronger Neyman Regret Guarantees for Adaptive Experimental Design ICML 2025 Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation (Extended Abstract) COLT 2025 Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025 Subgraph Information Bottleneck with Causal Dependency for Stable Molecular Relational Learning IJCAI 2025 Substitute Adjustment via Recovery of Latent Variables JMLR 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 Teaching Transformers Causal Reasoning through Axiomatic Training ICML 2025 TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion COLING 2025 Temporal Causal Reasoning with (Non-Recursive) Structural Equation Models AAAI 2025 Temporal Inverse Probability Weighting for Causal Discovery in Controlled Before–After Studies: Discovering ADEs in Generics CLeaR 2025 Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies AAAI 2025 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025 The Causal-Effect Score in Data Management 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 interventional Bayesian Gaussian equivalent score for Bayesian causal inference with unknown soft interventions CLeaR 2025 The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications CLeaR 2025 The Probability of Tiered Benefit: Partial Identification with Robust and Stable Inference CLeaR 2025 The Relativity of Causal Knowledge UAI 2025 THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS ICLR 2025