Causal Inference

Conditional counterfactual causal effect for individual attribution UAI 2023 Conditional Syntax Splitting for Non-monotonic Inference Operators AAAI 2023 Context-Specific Causal Discovery for Categorical Data Using Staged Trees AISTATS 2023 Contrasting Identifying Assumptions of Average Causal Effects: Robustness and Semiparametric Efficiency JMLR 2023 Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers ACL 2023 Counterfactual Dynamics Forecasting – a New Setting of Quantitative Reasoning AAAI 2023 Counterfactual Identifiability of Bijective Causal Models ICML 2023 Counterfactual Multihop QA: A Cause-Effect Approach for Reducing Disconnected Reasoning ACL 2023 Covariate balancing using the integral probability metric for causal inference ICML 2023 CReTIHC: Designing Causal Reasoning Tasks about Temporal Interventions and Hallucinated Confoundings EMNLP 2023 Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment NeurIPS 2023 Dense-ATOMIC: Towards Densely-connected ATOMIC with High Knowledge Coverage and Massive Multi-hop Paths ACL 2023 Detecting hidden confounding in observational data using multiple environments NeurIPS 2023 Differentiable and Transportable Structure Learning ICML 2023 Directed Cyclic Graph for Causal Discovery from Multivariate Functional Data NeurIPS 2023 Discourse Information for Document-Level Temporal Dependency Parsing ACL 2023 Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering CVPR 2023 Domain Adaptation under Missingness Shift AISTATS 2023 DynGFN: Towards Bayesian Inference of Gene Regulatory Networks with GFlowNets NeurIPS 2023 Emptying the Ocean with a Spoon: Should We Edit Models? EMNLP 2023 Enhancing Event Causality Identification with Counterfactual Reasoning ACL 2023 Enhancing Event Causality Identification with Event Causal Label and Event Pair Interaction Graph ACL 2023 Estimating long-term causal effects from short-term experiments and long-term observational data with unobserved confounding CLeaR 2023 Estimating Possible Causal Effects with Latent Variables via Adjustment ICML 2023 Estimation of Counterfactual Interventions under Uncertainties ACML 2023