Causal Inference

Expert-In-The-Loop Causal Discovery: Iterative Model Refinement Using Expert Knowledge UAI 2025 ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models ACL 2025 Exploiting Inter-Sample Information for Long-Tailed Out-of-Distribution Detection WACV 2025 Exploring Hyperbolic Hierarchical Structure for Multimodal Rumor Detection EMNLP 2025 Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery ACL 2025 Extending Structural Causal Models for Autonomous Vehicles to Simplify Temporal System Construction & Enable Dynamic Interactions Between Agents CLeaR 2025 Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation NAACL 2025 FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data NAACL 2025 Factor Graph-based Interpretable Neural Networks ICLR 2025 FactTrack: Time-Aware World State Tracking in Story Outlines NAACL 2025 Factual Knowledge in Language Models: Robustness and Anomalies under Simple Temporal Context Variations ACL 2025 FairICP: Encouraging Equalized Odds via Inverse Conditional Permutation ICML 2025 Fairness-Accuracy Trade-Offs: A Causal Perspective AAAI 2025 Faithful Inference Chains Extraction for Fact Verification over Multi-view Heterogeneous Graph with Causal Intervention COLING 2025 Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms ICML 2025 FedCFA: Alleviating Simpson’s Paradox in Model Aggregation with Counterfactual Federated Learning AAAI 2025 FeDCM: Federated Learning of Deep Causal Generative Models UAI 2025 Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis AISTATS 2025 Federated Causally Invariant Feature Learning AAAI 2025 Federated Causal Structure Learning with Non-identical Variable Sets ICML 2025 Federated-Continual Dynamic Segmentation of Histopathology Guided by Barlow Continuity WACV 2025 Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025 Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective NAACL 2025 Fine-Grained Manipulation of Arithmetic Neurons EMNLP 2025 FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making EMNLP 2025