Causal Inference

Cross-validating causal discovery via Leave-One-Variable-Out CLeaR 2025 CWNet: Causal Wavelet Network for Low-Light Image Enhancement ICCV 2025 DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models AAAI 2025 DAGs as Minimal I-maps for the Induced Models of Causal Bayesian Networks under Conditioning JMLR 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 DCMKC: A Dual Consistency Matching Approach for Multi-hop Question Answering in LLMs EMNLP 2025 Debiased Multimodal Understanding for Human Language Sequences AAAI 2025 DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification AISTATS 2025 Decomposition of Probabilities of Causation with Two Mediators UAI 2025 Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025 Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 2025 DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025 Degree of Interference: A General Framework For Causal Inference Under Interference JMLR 2025 DeLLMa: Decision Making Under Uncertainty with Large Language Models ICLR 2025 Density Ratio-based Proxy Causal Learning Without Density Ratios AISTATS 2025 Dependent Randomized Rounding for Budget Constrained Experimental Design UAI 2025 Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm ICLR 2025 Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport AAAI 2025 Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models EMNLP 2025 Detecting Inconsistencies in Narrative Elements of Cross Lingual Nakba Texts COLING 2025 DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning EMNLP 2025 Differentiable Causal Discovery for Latent Hierarchical Causal Models ICLR 2025 Differentiable Causal Structure Learning with Identifiability by NOTIME AISTATS 2025 Differentially private learners for heterogeneous treatment effects ICLR 2025