causal inference

Inference for a Large Directed Acyclic Graph with Unspecified Interventions JMLR 2023 Inference on Strongly Identified Functionals of Weakly Identified Functions COLT 2023 Information-Theoretic Causal Discovery and Intervention Detection over Multiple Environments AAAI 2023 In Search of Insights, Not Magic Bullets: Towards Demystification of the Model Selection Dilemma in Heterogeneous Treatment Effect Estimation ICML 2023 Interpretable (not just posthoc-explainable) heterogeneous survivors bias-corrected treatment effects for assignment of postdischarge interventions to prevent readmissions MLHC 2023 Interpretable Reward Redistribution in Reinforcement Learning: A Causal Approach NeurIPS 2023 Interventional Bag Multi-Instance Learning on Whole-Slide Pathological Images CVPR 2023 Interventional Causal Representation Learning ICML 2023 Interventional Probing in High Dimensions: An NLI Case Study EACL 2023 Interventional Rationalization EMNLP 2023 Intervention Generalization: A View from Factor Graph Models NeurIPS 2023 Invariant Anomaly Detection under Distribution Shifts: A Causal Perspective NeurIPS 2023 Invariant Feature Regularization for Fair Face Recognition ICCV 2023 Invariant Learning via Probability of Sufficient and Necessary Causes NeurIPS 2023 iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models NeurIPS 2023 Jump Interval-Learning for Individualized Decision Making with Continuous Treatments JMLR 2023 Kernel Conditional Moment Constraints for Confounding Robust Inference AISTATS 2023 Knowledge Proxy Intervention for Deconfounded Video Question Answering ICCV 2023 Layout-Based Causal Inference for Object Navigation CVPR 2023 Lazy Agents: A New Perspective on Solving Sparse Reward Problem in Multi-agent Reinforcement Learning ICML 2023 Learning Causal Effects on Hypergraphs (Extended Abstract) IJCAI 2023 Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling CLeaR 2023 Learning Distortion Invariant Representation for Image Restoration From a Causality Perspective CVPR 2023 Learning Event-Relevant Factors for Video Anomaly Detection AAAI 2023 Learning good interventions in causal graphs via covering UAI 2023