Causal Inference

Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models ICML 2022 Selection, Ignorability and Challenges With Causal Fairness CLeaR 2022 Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022 Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang ACL 2022 Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge NeurIPS 2022 Structure Learning for Directed Trees JMLR 2022 Tell me why! Explanations support learning relational and causal structure ICML 2022 Temporally Disentangled Representation Learning NeurIPS 2022 The Functional LiNGAM PGM 2022 Think Before You Speak: Explicitly Generating Implicit Commonsense Knowledge for Response Generation ACL 2022 Tractable Uncertainty for Structure Learning ICML 2022 Typing assumptions improve identification in causal discovery CLeaR 2022 Unsupervised Editing for Counterfactual Stories AAAI 2022 Using Embeddings for Causal Estimation of Peer Influence in Social Networks NeurIPS 2022 Variance Minimization in the Wasserstein Space for Invariant Causal Prediction AISTATS 2022 Verification and search algorithms for causal DAGs NeurIPS 2022 Weakly but Deeply Supervised Occlusion-Reasoned Parametric Road Layouts CVPR 2022 When did you become so smart, oh wise one?! Sarcasm Explanation in Multi-modal Multi-party Dialogues ACL 2022 A Bayesian Framework for Information-Theoretic Probing EMNLP 2021 A Bayesian nonparametric conditional two-sample test with an application to Local Causal Discovery UAI 2021 A Causal Approach for Unfair Edge Prioritization and Discrimination Removal ACML 2021 A Causal Lens for Controllable Text Generation NeurIPS 2021 ACRE: Abstract Causal REasoning Beyond Covariation CVPR 2021 An Attention Based Multi-view Model for Sarcasm Cause Detection (Student Abstract) AAAI 2021 An Information-Theoretic Approach on Causal Structure Learning for Heterogeneous Data Characteristics of Real-World Scenarios IJCAI 2021