Causal Inference

Spreading Out-of-Distribution Detection on Graphs ICLR 2025 SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025 SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks AAAI 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 Stabilized Inverse Probability Weighting via Isotonic Calibration CLeaR 2025 Stabilized Neural Prediction of Potential Outcomes in Continuous Time ICLR 2025 Standardizing Structural Causal Models ICLR 2025 StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering EMNLP 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 Stories that (are) Move(d by) Markets: A Causal Exploration of Market Shocks and Semantic Shifts across Different Partisan Groups ACL 2025 STRICTA: Structured Reasoning in Critical Text Assessment for Peer Review and Beyond ACL 2025 Strong and Weak Identifiability of Optimization-based Causal Discovery in Non-linear Additive Noise Models ICML 2025 Substitute Adjustment via Recovery of Latent Variables JMLR 2025 Sympathy over Polarization: A Computational Discourse Analysis of Social Media Posts about the July 2024 Trump Assassination Attempt IJCNLP 2025 Synthetic Potential Outcomes and Causal Mixture Identifiability AISTATS 2025 Systematic Relational Reasoning With Epistemic Graph Neural Networks ICLR 2025 Systems with Switching Causal Relations: A Meta-Causal Perspective ICLR 2025 T2SG: Traffic Topology Scene Graph for Topology Reasoning in Autonomous Driving CVPR 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 Teaching Transformers Causal Reasoning through Axiomatic Training ICML 2025 Telling Peer Direct Effects from Indirect Effects in Observational Network Data ICML 2025 Temporal Causal Reasoning with (Non-Recursive) Structural Equation Models AAAI 2025 Temporal Conjunctive Query Answering via Rewriting AAAI 2025 Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies AAAI 2025 Testing Spatial Intuitions of Humans and Large Language and Multimodal Models in Analogies ACL 2025