Causal Inference

Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records NeurIPS 2022 Debiased Machine Learning without Sample-Splitting for Stable Estimators NeurIPS 2022 Debiasing Event Understanding for Visual Commonsense Tasks ACL 2022 Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure NeurIPS 2022 Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022 Decomposing Natural Logic Inferences for Neural NLI EMNLP 2022 Deconfounded Value Decomposition for Multi-Agent Reinforcement Learning ICML 2022 Deconfounded Visual Grounding AAAI 2022 Deconfounding Physical Dynamics with Global Causal Relation and Confounder Transmission for Counterfactual Prediction AAAI 2022 Deep Causal Metric Learning ICML 2022 Deep Counterfactual Estimation with Categorical Background Variables NeurIPS 2022 Deep Learning Methods for Proximal Inference via Maximum Moment Restriction NeurIPS 2022 DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning NeurIPS 2022 Development of allophonic realization until adolescence: A production study of the affricate-fricative variation of /z/ among Japanese children Interspeech 2022 Diagnosing failures of fairness transfer across distribution shift in real-world medical settings NeurIPS 2022 Differentiable Causal Discovery Under Latent Interventions CLeaR 2022 Differentiable DAG Sampling ICLR 2022 Differentially Private Estimation of Heterogeneous Causal Effects CLeaR 2022 Diffusion Causal Models for Counterfactual Estimation CLeaR 2022 DiscoSense: Commonsense Reasoning with Discourse Connectives EMNLP 2022 Discovering Invariant Rationales for Graph Neural Networks ICLR 2022 Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA CLeaR 2022 Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders NeurIPS 2022 Disentangling Controlled Effects for Hierarchical Reinforcement Learning CLeaR 2022 Disentangling Whether from When in a Neural Mixture Cure Model for Failure Time Data AISTATS 2022