causal inference

Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024 Dynamic Subgroup Identification in Covariate-adjusted Response-adaptive Randomization Experiments NeurIPS 2024 Effect-Invariant Mechanisms for Policy Generalization JMLR 2024 Effective Causal Discovery under Identifiable Heteroscedastic Noise Model AAAI 2024 Efficient and Sharp Off-Policy Evaluation in Robust Markov Decision Processes NeurIPS 2024 Efficient Policy Evaluation Across Multiple Different Experimental Datasets NeurIPS 2024 Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation ICLR 2024 End-To-End Causal Effect Estimation from Unstructured Natural Language Data NeurIPS 2024 Enhancing Evolving Domain Generalization through Dynamic Latent Representations AAAI 2024 Enhancing Fact Verification with Causal Knowledge Graphs and Transformer-Based Retrieval for Deductive Reasoning EMNLP 2024 Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding CLeaR 2024 Estimating Conditional Average Treatment Effects via Sufficient Representation Learning IJCAI 2024 Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data NeurIPS 2024 Estimating the Causal Effects of Natural Logic Features in Transformer-Based NLI Models COLING 2024 Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024 Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference AAAI 2024 Exogenous Matching: Learning Good Proposals for Tractable Counterfactual Estimation NeurIPS 2024 Explaining Language Model Predictions with High-Impact Concepts EACL 2024 Exploiting Geometry for Treatment Effect Estimation via Optimal Transport AAAI 2024 Exploring Causal Mechanisms for Machine Text Detection Methods NAACL 2024 Exploring Defeasibility in Causal Reasoning ACL 2024 Exploring the Jungle of Bias: Political Bias Attribution in Language Models via Dependency Analysis EMNLP 2024 Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data NeurIPS 2024 Face Presentation Attack Detection by Excavating Causal Clues and Adapting Embedding Statistics WACV 2024 FairReFuse: Referee-Guided Fusion for Multi-Modal Causal Fairness in Depression Detection IJCAI 2024