Causal Inference

Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science AAAI 2025 PIED: Physics-Informed Experimental Design for Inverse Problems ICLR 2025 PINP: Physics-Informed Neural Predictor with latent estimation of fluid flows ICLR 2025 PledgeTracker: A System for Monitoring the Fulfilment of Pledges EMNLP 2025 Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance EMNLP 2025 Polynomial-Delay MAG Listing with Novel Locally Complete Orientation Rules ICML 2025 Position: AI’s growing due process problem ICML 2025 Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption ICML 2025 Preference Learning for AI Alignment: a Causal Perspective ICML 2025 Probability-Raising Causality for Uncertain Parametric Markov Decision Processes with PAC Guarantees UAI 2025 Probably approximately correct high-dimensional causal effect estimation given a valid adjustment set CLeaR 2025 ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data ACL 2025 Prompting Fairness: Integrating Causality to Debias Large Language Models ICLR 2025 Pseudo-Simulation for Autonomous Driving CoRL 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Q-function Decomposition with Intervention Semantics for Factored Action Spaces AISTATS 2025 Quantifying Misalignment Between Agents: Towards a Sociotechnical Understanding of Alignment AAAI 2025 Quriosity: Analyzing Human Questioning Behavior and Causal Inquiry through Curiosity-Driven Queries IJCNLP 2025 R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration EMNLP 2025 Rating AI Models for Robustness Through a Causal Lens IJCAI 2025 REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing EMNLP 2025 Reasoning About Actual Causes in Nondeterministic Domains AAAI 2025 Reasoning About Causal Knowledge in Nondeterministic Domains IJCAI 2025 Reasoning Elicitation in Language Models via Counterfactual Feedback ICLR 2025 Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval ICLR 2025