Causal Inference

Optimizing Global Influenza Surveillance for Locations with Deficient Data (Student Abstract) AAAI 2022 Ordinal causal discovery UAI 2022 Original or Translated? A Causal Analysis of the Impact of Translationese on Machine Translation Performance NAACL 2022 OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022 Orthogonal Statistical Learning with Self-Concordant Loss COLT 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 Out-of-Distribution Generalization With Causal Invariant Transformations CVPR 2022 PaCo: Preconditions Attributed to Commonsense Knowledge EMNLP 2022 Parsing as Deduction Revisited: Using an Automatic Theorem Prover to Solve an SMT Model of a Minimalist Parser CoNLL 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 Partially adaptive regularized multiple regression analysis for estimating linear causal effects UAI 2022 Partial Wasserstein Adversarial Network for Non-rigid Point Set Registration ICLR 2022 Path-Specific Objectives for Safer Agent Incentives AAAI 2022 Performative Power NeurIPS 2022 Personalized Prediction of Future Lesion Activity and Treatment Effect in Multiple Sclerosis from Baseline MRI MIDL 2022 Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows AAAI 2022 PF-GNN: Differentiable particle filtering based approximation of universal graph representations ICLR 2022 Policy Learning for Optimal Individualized Dose Intervals AISTATS 2022 Post hoc Explanations may be Ineffective for Detecting Unknown Spurious Correlation ICLR 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