causal inference

Online Reinforcement Learning for Mixed Policy Scopes NeurIPS 2022 On Measuring Causal Contributions via do-interventions ICML 2022 On Testing for Discrimination Using Causal Models AAAI 2022 On the definition and computation of causal treewidth UAI 2022 On the Fairness of Causal Algorithmic Recourse AAAI 2022 On the Opportunity of Causal Learning in Recommendation Systems: Foundation, Estimation, Prediction and Challenges IJCAI 2022 OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022 Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022 Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations ICLR 2022 Partial Counterfactual Identification from Observational and Experimental Data ICML 2022 Partial disentanglement for domain adaptation ICML 2022 Partial Identification of Treatment Effects with Implicit Generative Models NeurIPS 2022 Partial Identification with Noisy Covariates: A Robust Optimization Approach CLeaR 2022 Path-Specific Objectives for Safer Agent Incentives AAAI 2022 Performative Power NeurIPS 2022 Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows AAAI 2022 Policy Learning for Optimal Individualized Dose Intervals AISTATS 2022 Predicting the impact of treatments over time with uncertainty aware neural differential equations. AISTATS 2022 Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLeaR 2022 Process Independence Testing in Proximal Graphical Event Models CLeaR 2022 Reasoning about Causal Models with Infinitely Many Variables AAAI 2022 ReCo: Reliable Causal Chain Reasoning via Structural Causal Recurrent Neural Networks EMNLP 2022 Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022 Rethinking Nonlinear Instrumental Variable Models through Prediction Validity JMLR 2022 Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022