Causal Inference

Optimal Treatment Regimes for Proximal Causal Learning NeurIPS 2023 Pairwise Causality Guided Transformers for Event Sequences NeurIPS 2023 Partial identification of dose responses with hidden confounders UAI 2023 Penguins Don’t Fly: Reasoning about Generics through Instantiations and Exceptions EACL 2023 Pipeline for modeling causal beliefs from natural language ACL 2023 Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications JMLR 2023 PPAT: Progressive Graph Pairwise Attention Network for Event Causality Identification IJCAI 2023 Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference ACL 2023 Quantifying Consistency and Information Loss for Causal Abstraction Learning IJCAI 2023 Rank-Based Causal Discovery for Post-Nonlinear Models AISTATS 2023 Recovering the Graph Underlying Networked Dynamical Systems under Partial Observability: A Deep Learning Approach AAAI 2023 Reinforcement Causal Structure Learning on Order Graph AAAI 2023 Robust Causal Graph Representation Learning against Confounding Effects AAAI 2023 RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering EMNLP 2023 Sample-Specific Root Causal Inference with Latent Variables CLeaR 2023 SCALE: Causal Learning and Discovery of Robot Manipulation Skills using Simulation CoRL 2023 Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning EMNLP 2023 Semantic Structure Enhanced Event Causality Identification ACL 2023 Sharp Bounds for Generalized Causal Sensitivity Analysis NeurIPS 2023 SiMFy: A Simple Yet Effective Approach for Temporal Knowledge Graph Reasoning EMNLP 2023 SSNSheerinKavitha at SemEval-2023 Task 7: Semantic Rule Based Label Prediction Using TF-IDF and BM25 Techniques SemEval 2023 Structure Learning with Adaptive Random Neighborhood Informed MCMC NeurIPS 2023 Subset verification and search algorithms for causal DAGs AISTATS 2023 Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions NeurIPS 2023 Task-specific experimental design for treatment effect estimation ICML 2023