Causal Inference

Two Sides of the Same Coin: Belief Revision and Enforcing Arguments IJCAI 2018 Uncovering Causality from Multivariate Hawkes Integrated Cumulants JMLR 2018 Unsupervised Word Influencer Networks from News Streams ACL 2018 Where Do You Think You're Going?: Inferring Beliefs about Dynamics from Behavior NeurIPS 2018 Zero-shot Learning of Classifiers from Natural Language Quantification ACL 2018 A Causal Framework for Discovering and Removing Direct and Indirect Discrimination IJCAI 2017 A Core-Guided Approach to Learning Optimal Causal Graphs IJCAI 2017 A Framework for Optimal Matching for Causal Inference AISTATS 2017 A Goal-Oriented Meaning-based Statistical Multi-Step Math Word Problem Solver with Understanding, Reasoning and Explanation IJCAI 2017 A Novel Symbolic Approach to Verifying Epistemic Properties of Programs IJCAI 2017 Avoiding Discrimination through Causal Reasoning NeurIPS 2017 Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes NeurIPS 2017 Bridging the Gap between Observation and Decision Making: Goal Recognition and Flexible Resource Allocation in Dynamic Network Interdiction IJCAI 2017 Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination IJCAI 2017 Causal Effect Inference with Deep Latent-Variable Models NeurIPS 2017 Counterfactual Data-Fusion for Online Reinforcement Learners ICML 2017 Counterfactual Fairness NeurIPS 2017 Deep IV: A Flexible Approach for Counterfactual Prediction ICML 2017 Discovering Causal Signals in Images CVPR 2017 End-to-end Differentiable Proving NeurIPS 2017 Experimental Design for Learning Causal Graphs with Latent Variables NeurIPS 2017 Exploiting Argument Information to Improve Event Detection via Supervised Attention Mechanisms ACL 2017 Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks (Extended Abstract) IJCAI 2017 Faithfulness of Probability Distributions and Graphs JMLR 2017 Feature Selection as Causal Inference: Experiments with Text Classification CoNLL 2017