Causal Inference

CREDICI: A Java Library for Causal Inference by Credal Networks PGM 2020 Decision Platform for Pattern Discovery and Causal Effect Estimation in Contraceptive Discontinuation IJCAI 2020 Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals UAI 2020 Differentiable Scene Graphs WACV 2020 Discovering cause-effect relationships in spatial systems with a known direction based on observational data PGM 2020 Distributionally Robust Counterfactual Risk Minimization AAAI 2020 DYNOTEARS: Structure Learning from Time-Series Data AISTATS 2020 Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020 Efficient Intervention Design for Causal Discovery with Latents ICML 2020 Entropic Causal Inference: Identifiability and Finite Sample Results NeurIPS 2020 Estimation Rates for Sparse Linear Cyclic Causal Models UAI 2020 Evaluation of Causal Structure Learning Algorithms via Risk Estimation UAI 2020 Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder ACL 2020 Explainable Reinforcement Learning through a Causal Lens AAAI 2020 Ferryman as SemEval-2020 Task 5: Optimized BERT for Detecting Counterfactuals SemEval 2020 General Control Functions for Causal Effect Estimation from IVs NeurIPS 2020 Generalized Independent Noise Condition for Estimating Latent Variable Causal Graphs NeurIPS 2020 Generalized Optimal Matching Methods for Causal Inference JMLR 2020 Generative causal explanations of black-box classifiers NeurIPS 2020 GLUCOSE: GeneraLized and COntextualized Story Explanations EMNLP 2020 High-recall causal discovery for autocorrelated time series with latent confounders NeurIPS 2020 HoVer: A Dataset for Many-Hop Fact Extraction And Claim Verification EMNLP 2020 How Causal Structural Knowledge Adds Decision-Support in Monitoring of Automotive Body Shop Assembly Lines IJCAI 2020 IDA with Background Knowledge UAI 2020 Identifiability of Additive Noise Models Using Conditional Variances JMLR 2020