Causal Inference

Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025 Complete Characterization for Adjustment in Summary Causal Graphs of Time Series UAI 2025 Compositional Causal Reasoning Evaluation in Language Models ICML 2025 Conditional Average Treatment Effect Estimation Under Hidden Confounders UAI 2025 Conditional Independent Test in the Presence of Measurement Error with Causal Structure Learning IJCAI 2025 Constraint-based Causal Discovery from a Collection of Conditioning Sets UAI 2025 Constraint-based causal discovery with tiered background knowledge and latent variables in single or overlapping datasets CLeaR 2025 Contagion Effect Estimation Using Proximal Embeddings CLeaR 2025 Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables EMNLP 2025 Continuous Structure Constraint Integration for Robust Causal Discovery AISTATS 2025 Controlling for discrete unmeasured confounding in nonlinear causal models CLeaR 2025 CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events ACL 2025 Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025 Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation ICML 2025 Counterfactual explanability of black-box prediction models CLeaR 2025 Counterfactual Influence in Markov Decision Processes CLeaR 2025 Counterfactual Realizability ICLR 2025 Counterfactual Voting Adjustment for Quality Assessment and Fairer Voting in Online Platforms with Helpfulness Evaluation ICML 2025 CRAFT: Designing Creative and Functional 3D Objects WACV 2025 Cross-domain Rumor Detection via Test-Time Adaptation and Large Language Models EMNLP 2025 Cross-modal Causal Relation Alignment for Video Question Grounding CVPR 2025 Cross-validating causal discovery via Leave-One-Variable-Out CLeaR 2025 Data-Driven Selection of Instrumental Variables for Additive Nonlinear, Constant Effects Models ICML 2025 DCILP: A Distributed Approach for Large-Scale Causal Structure Learning AAAI 2025 Decomposition of Probabilities of Causation with Two Mediators UAI 2025