Causal Inference

RoPINN: Region Optimized Physics-Informed Neural Networks NeurIPS 2024 Safe Abductive Learning in the Presence of Inaccurate Rules AAAI 2024 SALMON: A Structure-Aware Language Model with logicality and densification strategy for Temporal Knowledge Graph Reasoning EMNLP 2024 Sample Complexity of Interventional Causal Representation Learning NeurIPS 2024 Sample Efficient Bayesian Learning of Causal Graphs from Interventions NeurIPS 2024 Scalable Counterfactual Distribution Estimation in Multivariate Causal Models CLeaR 2024 Scaling physics-informed hard constraints with mixture-of-experts ICLR 2024 Scores for Learning Discrete Causal Graphs with Unobserved Confounders AAAI 2024 Seeing Is Believing! towards Knowledge-Infused Multi-modal Medical Dialogue Generation COLING 2024 Seeing Through VisualBERT: A Causal Adventure on Memetic Landscapes EMNLP 2024 Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling CVPR 2024 Selective Temporal Knowledge Graph Reasoning COLING 2024 Self-Compatibility: Evaluating Causal Discovery without Ground Truth AISTATS 2024 Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments NeurIPS 2024 Semiparametric Efficient Inference in Adaptive Experiments CLeaR 2024 Sentence-level Media Bias Analysis with Event Relation Graph NAACL 2024 Sequential Deconfounding for Causal Inference with Unobserved Confounders CLeaR 2024 s-ID: Causal Effect Identification in a Sub-population AAAI 2024 Situation-Dependent Causal Influence-Based Cooperative Multi-Agent Reinforcement Learning AAAI 2024 SLANG: New Concept Comprehension of Large Language Models EMNLP 2024 Smaller Confidence Intervals From IPW Estimators via Data-Dependent Coarsening (Extended Abstract) COLT 2024 Smoke and Mirrors in Causal Downstream Tasks NeurIPS 2024 Social Convos: Capturing Agendas and Emotions on Social Media COLING 2024 Soft Measures for Extracting Causal Collective Intelligence EMNLP 2024 Solving High Frequency and Multi-Scale PDEs with Gaussian Processes ICLR 2024