Causal Inference

Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023 The d-Separation Criterion in Categorical Probability JMLR 2023 The Hardness of Reasoning about Probabilities and Causality IJCAI 2023 The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code ACL 2023 The Proximal ID Algorithm JMLR 2023 TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News Articles EMNLP 2023 Towards Trustworthy Explanation: On Causal Rationalization ICML 2023 Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery NeurIPS 2023 Ultra-marginal Feature Importance: Learning from Data with Causal Guarantees AISTATS 2023 Vector Causal Inference between Two Groups of Variables AAAI 2023 What Went Wrong? Closing the Sim-to-Real Gap via Differentiable Causal Discovery CoRL 2023 A Causal Analysis of Harm NeurIPS 2022 A Complete Criterion for Value of Information in Soluble Influence Diagrams AAAI 2022 Adaptively Exploiting d-Separators with Causal Bandits NeurIPS 2022 A Distribution Free Conditional Independence Test with Applications to Causal Discovery JMLR 2022 A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022 A Hybrid Causal Structure Learning Algorithm for Mixed-Type Data AAAI 2022 Almost Optimal Universal Lower Bound for Learning Causal DAGs with Atomic Interventions AISTATS 2022 A Multivariate Causal Discovery based on Post-Nonlinear Model CLeaR 2022 An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects NeurIPS 2022 An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs EMNLP 2022 Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022 A New Concept of Knowledge based Question Answering (KBQA) System for Multi-hop Reasoning NAACL 2022 Anticipating Performativity by Predicting from Predictions NeurIPS 2022 A robustness test for estimating total effects with covariate adjustment UAI 2022