Causal Inference

An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023 An Invariant Learning Characterization of Controlled Text Generation ACL 2023 Anti-unification and Generalization: A Survey IJCAI 2023 Approximate Allocation Matching for Structural Causal Bandits with Unobserved Confounders NeurIPS 2023 Approximate Causal Effect Identification under Weak Confounding ICML 2023 Approximate Regions of Attraction in Learning with Decision-Dependent Distributions AISTATS 2023 Are Deep Neural Networks SMARTer Than Second Graders? CVPR 2023 A Reinforcement Learning Framework for Dynamic Mediation Analysis ICML 2023 Argumentation for Interactive Causal Discovery IJCAI 2023 Argument mining as a multi-hop generative machine reading comprehension task EMNLP 2023 A Rule-Based Modal View of Causal Reasoning IJCAI 2023 A Scale-Invariant Sorting Criterion to Find a Causal Order in Additive Noise Models NeurIPS 2023 A Simple Unified Approach to Testing High-Dimensional Conditional Independences for Categorical and Ordinal Data AAAI 2023 Assumption violations in causal discovery and the robustness of score matching NeurIPS 2023 Attentive Transfer Entropy to Exploit Transient Emergence of Coupling Effect NeurIPS 2023 Augmented Transfer Regression Learning with Semi-non-parametric Nuisance Models JMLR 2023 A Unified Experiment Design Approach for Cyclic and Acyclic Causal Models JMLR 2023 Automatic speaker recognition with variation across vocal conditions: a controlled experiment with implications for forensics Interspeech 2023 Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023 BaCaDI: Bayesian Causal Discovery with Unknown Interventions AISTATS 2023 Backdoor Defense via Deconfounded Representation Learning CVPR 2023 Backtracking Counterfactuals CLeaR 2023 BayesDAG: Gradient-Based Posterior Inference for Causal Discovery NeurIPS 2023 Bayesian Active Causal Discovery with Multi-Fidelity Experiments NeurIPS 2023 Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023