causal inference

Semi-supervised learning, causality, and the conditional cluster assumption UAI 2020 Sense and Sensitivity Analysis: Simple Post-Hoc Analysis of Bias Due to Unobserved Confounding NeurIPS 2020 Spatio-Temporal Change Detection Using Granger Sequence Pattern IJCAI 2020 Spike-based causal inference for weight alignment ICLR 2020 Stable Prediction with Model Misspecification and Agnostic Distribution Shift AAAI 2020 Strategic Classification is Causal Modeling in Disguise ICML 2020 Structural Causal Models Are (Solvable by) Credal Networks PGM 2020 Structure Learning for Cyclic Linear Causal Models UAI 2020 Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates ACL 2020 Theory-Based Causal Transfer:Integrating Instance-Level Induction and Abstract-Level Structure Learning AAAI 2020 Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders ICML 2020 Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing CVPR 2020 Towards practical differentially private causal graph discovery NeurIPS 2020 Two Causal Principles for Improving Visual Dialog CVPR 2020 Unbiased Scene Graph Generation From Biased Training CVPR 2020 Abstracting Causal Models AAAI 2019 Active Learning for Decision-Making from Imbalanced Observational Data ICML 2019 Adapting Neural Networks for the Estimation of Treatment Effects NeurIPS 2019 A Distillation Approach to Data Efficient Individual Treatment Effect Estimation AAAI 2019 Adjustment Criteria for Generalizing Experimental Findings ICML 2019 Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services AAAI 2019 An Algorithm to Learn Polytree Networks with Hidden Nodes NeurIPS 2019 A Normative Theory for Causal Inference and Bayes Factor Computation in Neural Circuits NeurIPS 2019 Answering Binary Causal Questions Through Large-Scale Text Mining: An Evaluation Using Cause-Effect Pairs from Human Experts IJCAI 2019 A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects AISTATS 2019