Causal Inference

A Systematic Comparison of Syllogistic Reasoning in Humans and Language Models NAACL 2024 A Theory of Non-acyclic Generative Flow Networks AAAI 2024 A Trusted Multi-View Evidential Fusion Framework for Commonsense Reasoning COLING 2024 A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks AAAI 2024 Auditing Fairness under Unobserved Confounding AISTATS 2024 AutoCD: Automated Machine Learning for Causal Discovery Algorithms PGM 2024 Automated Efficient Estimation using Monte Carlo Efficient Influence Functions NeurIPS 2024 Automating the Selection of Proxy Variables of Unmeasured Confounders ICML 2024 A Variational Framework for Estimating Continuous Treatment Effects with Measurement Error ICLR 2024 A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables ICLR 2024 Avoiding Undesired Future with Minimal Cost in Non-Stationary Environments NeurIPS 2024 Axiomatic effect propagation in structural causal models JMLR 2024 Backdoor Adjustment via Group Adaptation for Debiased Coupon Recommendations AAAI 2024 Backtracing: Retrieving the Cause of the Query EACL 2024 Backward Responsibility in Transition Systems Using General Power Indices AAAI 2024 Bayesian Inference with Complex Knowledge Graph Evidence AAAI 2024 Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation ICLR 2024 Bayesian Structural Learning with Parametric Marginals for Count Data: An Application to Microbiota Systems JMLR 2024 Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference ICLR 2024 BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning NeurIPS 2024 BeLeaf: Belief Prediction as Tree Generation NAACL 2024 Belief Revision: The Adaptability of Large Language Models Reasoning EMNLP 2024 Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm NeurIPS 2024 Benchmarking Observational Studies with Experimental Data under Right-Censoring AISTATS 2024 Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification NAACL 2024