Causal Inference

Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method AISTATS 2020 Causal screening in dynamical systems UAI 2020 Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models NeurIPS 2020 Causal Strategic Linear Regression ICML 2020 Causal Structure Discovery from Distributions Arising from Mixtures of DAGs ICML 2020 Causal Transfer for Imitation Learning and Decision Making under Sensor-Shift AAAI 2020 Cause-Effect Association between Event Pairs in Event Datasets IJCAI 2020 CAUSE: Learning Granger Causality from Event Sequences using Attribution Methods ICML 2020 Characterization of Overlap in Observational Studies AISTATS 2020 Characterizing Distribution Equivalence and Structure Learning for Cyclic and Acyclic Directed Graphs ICML 2020 Characterizing Optimal Mixed Policies: Where to Intervene and What to Observe NeurIPS 2020 CLEVRER: Collision Events for Video Representation and Reasoning ICLR 2020 CNRL at SemEval-2020 Task 5: Modelling Causal Reasoning in Language with Multi-Head Self-Attention Weights Based Counterfactual Detection SemEval 2020 Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects UAI 2020 Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles UAI 2020 CookGAN: Causality Based Text-to-Image Synthesis CVPR 2020 CoPhy: Counterfactual Learning of Physical Dynamics ICLR 2020 Correspondence-Free Material Reconstruction using Sparse Surface Constraints CVPR 2020 Cost-Effective Incentive Allocation via Structured Counterfactual Inference AAAI 2020 Cost-effectively Identifying Causal Effects When Only Response Variable is Observable ICML 2020 COT-GAN: Generating Sequential Data via Causal Optimal Transport NeurIPS 2020 Counterfactual Data Augmentation using Locally Factored Dynamics NeurIPS 2020 Counterfactual Generator: A Weakly-Supervised Method for Named Entity Recognition EMNLP 2020 Counterfactual Prediction for Bundle Treatment NeurIPS 2020 Counterfactual Predictions under Runtime Confounding NeurIPS 2020