causal inference

Long-Term Fair Decision Making through Deep Generative Models AAAI 2024 Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning EMNLP 2024 Mapping Long-term Causalities in Psychiatric Symptomatology and Life Events from Social Media NAACL 2024 Marginal Causal Flows for Validation and Inference NeurIPS 2024 Markov Equivalence and Consistency in Differentiable Structure Learning NeurIPS 2024 MCIL: Multimodal Counterfactual Instance Learning for Low-resource Entity-based Multimodal Information Extraction COLING 2024 Meaningful Causal Aggregation and Paradoxical Confounding CLeaR 2024 Measuring Goal-Directedness NeurIPS 2024 MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning NeurIPS 2024 Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024 Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making NeurIPS 2024 Mind the Graph When Balancing Data for Fairness or Robustness NeurIPS 2024 Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference ICML 2024 Monitoring machine learning-based risk prediction algorithms in the presence of performativity AISTATS 2024 Multimodal Clickbait Detection by De-confounding Biases Using Causal Representation Inference EMNLP 2024 Multi-View Causal Representation Learning with Partial Observability ICLR 2024 Natural Counterfactuals With Necessary Backtracking NeurIPS 2024 Neural Causal Abstractions AAAI 2024 No Free Delivery Service: Epistemic limits of passive data collection in complex social systems NeurIPS 2024 Nonparametric Instrumental Variable Regression through Stochastic Approximate Gradients NeurIPS 2024 NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling ICLR 2024 ODE Discovery for Longitudinal Heterogeneous Treatment Effects Inference ICLR 2024 On Causality in Domain Adaptation and Semi-Supervised Learning: an Information-Theoretic Analysis for Parametric Models JMLR 2024 On Doubly Robust Inference for Double Machine Learning in Semiparametric Regression JMLR 2024 ONSEP: A Novel Online Neural-Symbolic Framework for Event Prediction Based on Large Language Model ACL 2024