Causal Inference

DROGON: A Trajectory Prediction Model based on Intention-Conditioned Behavior Reasoning CoRL 2020 Dynamical Systems Theory for Causal Inference with Application to Synthetic Control Methods AISTATS 2020 Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality ICLR 2020 Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020 Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets ICML 2020 Encoding Physical Constraints in Differentiable Newton-Euler Algorithm L4DC 2020 Enhancing Question Answering by Injecting Ontological Knowledge through Regularization EMNLP 2020 Entropic Causal Inference: Identifiability and Finite Sample Results NeurIPS 2020 Estimating Causal Effects Using Weighting-Based Estimators AAAI 2020 Estimating counterfactual treatment outcomes over time through adversarially balanced representations ICLR 2020 Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks NeurIPS 2020 Estimation of Bounds on Potential Outcomes For Decision Making ICML 2020 Estimation Rates for Sparse Linear Cyclic Causal Models UAI 2020 ETHAN at SemEval-2020 Task 5: Modelling Causal Reasoning in Language Using Neuro-symbolic Cloud Computing SemEval 2020 Evaluation of Causal Structure Learning Algorithms via Risk Estimation UAI 2020 Event Detection: Gate Diversity and Syntactic Importance Scores for Graph Convolution Neural Networks EMNLP 2020 Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions? COLING 2020 Explainable Reinforcement Learning through a Causal Lens AAAI 2020 Exploring End-to-End Differentiable Natural Logic Modeling COLING 2020 Exploring Logically Dependent Multi-task Learning with Causal Inference EMNLP 2020 Fact or Fiction: Verifying Scientific Claims EMNLP 2020 Fair Data Adaptation with Quantile Preservation JMLR 2020 Fair Multiple Decision Making Through Soft Interventions NeurIPS 2020 FairyTED: A Fair Rating Predictor for TED Talk Data AAAI 2020 Faster algorithms for Markov equivalence UAI 2020