causal inference

Score-Based Learning of Graphical Event Models with Background Knowledge Augmentation AAAI 2023 Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation NeurIPS 2023 Self-Interpretable Time Series Prediction with Counterfactual Explanations ICML 2023 Semiparametrically Efficient Off-Policy Evaluation in Linear Markov Decision Processes ICML 2023 Sharp Bounds for Generalized Causal Sensitivity Analysis NeurIPS 2023 Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction AAAI 2023 Stable and Causal Inference for Discriminative Self-supervised Deep Visual Representations ICCV 2023 StableDR: Stabilized Doubly Robust Learning for Recommendation on Data Missing Not at Random ICLR 2023 Stable Estimation of Heterogeneous Treatment Effects ICML 2023 Stable Learning via Sparse Variable Independence AAAI 2023 Structured Neural Networks for Density Estimation and Causal Inference NeurIPS 2023 Subset verification and search algorithms for causal DAGs AISTATS 2023 Sufficient identification conditions and semiparametric estimation under missing not at random mechanisms UAI 2023 Survey and Evaluation of Causal Discovery Methods for Time Series (Extended Abstract) IJCAI 2023 Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions NeurIPS 2023 Task-specific experimental design for treatment effect estimation ICML 2023 Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions NeurIPS 2023 Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023 The d-Separation Criterion in Categorical Probability JMLR 2023 The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023 The Utility of “Even if” Semifactual Explanation to Optimise Positive Outcomes NeurIPS 2023 Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors ICLR 2023 To Impute or not to Impute? Missing Data in Treatment Effect Estimation AISTATS 2023 Toward Multi-Granularity Decision-Making: Explicit Visual Reasoning with Hierarchical Knowledge ICCV 2023 Towards Balanced Representation Learning for Credit Policy Evaluation AISTATS 2023