causal inference

Revisiting the general identifiability problem UAI 2022 RieszNet and ForestRiesz: Automatic Debiased Machine Learning with Neural Nets and Random Forests ICML 2022 RISE: Robust Individualized Decision Learning with Sensitive Variables NeurIPS 2022 Robust Direct Learning for Causal Data Fusion ACML 2022 Robust Generalized Method of Moments: A Finite Sample Viewpoint NeurIPS 2022 Robust Hate Speech Detection via Mitigating Spurious Correlations AACL 2022 Robust identifiability in linear structural equation models of causal inference UAI 2022 ROCK: Causal Inference Principles for Reasoning about Commonsense Causality ICML 2022 Same Cause; Different Effects in the Brain CLeaR 2022 Sample Constrained Treatment Effect Estimation NeurIPS 2022 Scalable Computation of Causal Bounds ICML 2022 Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NeurIPS 2022 Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022 Semiparametric causal sufficient dimension reduction of multidimensional treatments UAI 2022 Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables JMLR 2022 Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022 Show, Deconfound and Tell: Image Captioning With Causal Inference CVPR 2022 Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang ACL 2022 Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts CLeaR 2022 Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge NeurIPS 2022 Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022 Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022 Structure Learning for Directed Trees JMLR 2022 Tell me why! Explanations support learning relational and causal structure ICML 2022 Temporally Disentangled Representation Learning NeurIPS 2022