causal inference

D-Separation for Causal Self-Explanation NeurIPS 2023 Dynamic Generative Targeted Attacks With Pattern Injection CVPR 2023 eCDANs: Efficient Temporal Causal Discovery from Autocorrelated and Non-stationary Data (Student Abstract) AAAI 2023 ECHo: A Visio-Linguistic Dataset for Event Causality Inference via Human-Centric Reasoning EMNLP 2023 Enhancing Event Causality Identification with Counterfactual Reasoning ACL 2023 Enhancing Treatment Effect Estimation: A Model Robust Approach Integrating Randomized Experiments and External Controls using the Double Penalty Integration Estimator UAI 2023 Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization NeurIPS 2023 Establishing Markov equivalence in cyclic directed graphs UAI 2023 Estimating Average Causal Effects from Patient Trajectories AAAI 2023 Estimating Causal Effects Identifiable from a Combination of Observations and Experiments NeurIPS 2023 Estimating Causal Effects using a Multi-task Deep Ensemble ICML 2023 Estimating Conditional Average Treatment Effects with Missing Treatment Information AISTATS 2023 Estimating Geographic Spillover Effects of COVID-19 Policies from Large-Scale Mobility Networks AAAI 2023 Estimating Heterogeneous Treatment Effects: Mutual Information Bounds and Learning Algorithms ICML 2023 Estimating individual treatment effects under unobserved confounding using binary instruments ICLR 2023 Estimating Joint Treatment Effects by Combining Multiple Experiments ICML 2023 Estimating Possible Causal Effects with Latent Variables via Adjustment ICML 2023 Estimating Propensity for Causality-based Recommendation without Exposure Data NeurIPS 2023 Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders AAAI 2023 Estimation Beyond Data Reweighting: Kernel Method of Moments ICML 2023 Estimation of Counterfactual Interventions under Uncertainties ACML 2023 Evaluating Digital Agriculture Recommendations with Causal Inference AAAI 2023 Evaluating Instrument Validity using the Principle of Independent Mechanisms JMLR 2023 Examining the Causal Impact of First Names on Language Models: The Case of Social Commonsense Reasoning ACL 2023 Explainable Reinforcement Learning via a Causal World Model IJCAI 2023