Causal Inference

Survey and Evaluation of Causal Discovery Methods for Time Series (Extended Abstract) IJCAI 2023 Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions NeurIPS 2023 Synthetic Dataset for Evaluating Complex Compositional Knowledge for Natural Language Inference ACL 2023 Task-specific experimental design for treatment effect estimation ICML 2023 Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions NeurIPS 2023 Temporally Disentangled Representation Learning under Unknown Nonstationarity NeurIPS 2023 Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023 The d-Separation Criterion in Categorical Probability JMLR 2023 The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023 Thermal Spread Functions (TSF): Physics-Guided Material Classification CVPR 2023 The Statistical Scope of Multicalibration ICML 2023 Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors ICLR 2023 To Impute or not to Impute? Missing Data in Treatment Effect Estimation AISTATS 2023 Tonal coarticulation as a cue for upcoming prosodic boundary Interspeech 2023 Toward Multi-Granularity Decision-Making: Explicit Visual Reasoning with Hierarchical Knowledge ICCV 2023 Towards Balanced Representation Learning for Credit Policy Evaluation AISTATS 2023 Towards Benchmarking and Improving the Temporal Reasoning Capability of Large Language Models ACL 2023 Towards Trustworthy Explanation: On Causal Rationalization ICML 2023 Transfer learning for individual treatment effect estimation UAI 2023 Treatment Learning Causal Transformer for Noisy Image Classification WACV 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 Unbiased Heterogeneous Scene Graph Generation with Relation-Aware Message Passing Neural Network AAAI 2023 Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction ACL 2023 Uncovering the Varied Impact of Behavioral Change Messages on Population Groups MLHC 2023