Causal Inference

Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy Learning ICML 2023 FairFed: Enabling Group Fairness in Federated Learning AAAI 2023 Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions AISTATS 2023 FAST: a Fused and Accurate Shrinkage Tree for Heterogeneous Treatment Effects Estimation NeurIPS 2023 Fast Counterfactual Inference for History-Based Reinforcement Learning AAAI 2023 Fault Injection Based Interventional Causal Learning for Distributed Applications AAAI 2023 FINDE: Neural Differential Equations for Finding and Preserving Invariant Quantities ICLR 2023 Finding Counterfactually Optimal Action Sequences in Continuous State Spaces NeurIPS 2023 Finding Invariant Predictors Efficiently via Causal Structure UAI 2023 Finite Population Regression Adjustment and Non-asymptotic Guarantees for Treatment Effect Estimation NeurIPS 2023 FOLL-E: Teaching First Order Logic to Children AAAI 2023 Formal Explanations of Neural Network Policies for Planning IJCAI 2023 From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning EMNLP 2023 From Speculation Detection to Trustworthy Relational Tuples in Information Extraction EMNLP 2023 From Temporal to Contemporaneous Iterative Causal Discovery in the Presence of Latent Confounders ICML 2023 Front-door Adjustment Beyond Markov Equivalence with Limited Graph Knowledge NeurIPS 2023 Functional causal Bayesian optimization UAI 2023 Fusing Temporal Graphs into Transformers for Time-Sensitive Question Answering EMNLP 2023 GAIN: On the Generalization of Instructional Action Understanding ICLR 2023 GaitGCI: Generative Counterfactual Intervention for Gait Recognition CVPR 2023 GEASS: Neural causal feature selection for high-dimensional biological data ICLR 2023 Generalization on the Unseen, Logic Reasoning and Degree Curriculum ICML 2023 Generalizing Clinical Trials with Convex Hulls CLeaR 2023 Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting ICML 2023 Generative Emotion Cause Triplet Extraction in Conversations with Commonsense Knowledge EMNLP 2023