Causal Inference

CATE Estimation With Potential Outcome Imputation From Local Regression UAI 2025 Causal Composition Diffusion Model for Closed-loop Traffic Generation CVPR 2025 Causal Discovery by Interventions via Integer Programming AAAI 2025 Causal Discovery-Driven Change Point Detection in Time Series AISTATS 2025 Causal Discovery for Linear Non-Gaussian Models with Disjoint Cycles UAI 2025 Causal discovery in mixed additive noise models AISTATS 2025 Causal Inference amid Missingness-Specific Independences and Mechanism Shifts UAI 2025 Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions EMNLP 2025 Causally Consistent Normalizing Flow AAAI 2025 Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025 Causal Structure Discovery for Error Diagnostics of Children's ASR Interspeech 2025 Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism IJCAI 2025 ClusterSC: Advancing Synthetic Control with Donor Selection AISTATS 2025 Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025 Conditional Average Treatment Effect Estimation Under Hidden Confounders UAI 2025 Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025 Constraint-based Causal Discovery from a Collection of Conditioning Sets UAI 2025 Counterfactual Identification Under Monotonicity Constraints AAAI 2025 Counterfactual Online Learning for Open-Loop Monte-Carlo Planning AAAI 2025 Counterfactual Realizability ICLR 2025 Cradle-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement AAAI 2025 Cross-modal Causal Relation Alignment for Video Question Grounding CVPR 2025 DCILP: A Distributed Approach for Large-Scale Causal Structure Learning AAAI 2025 Debiased Multimodal Understanding for Human Language Sequences AAAI 2025 Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm ICLR 2025