Causal Inference

Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning ICLR 2025 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025 The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data CLeaR 2025 The Causal-Effect Score in Data Management CLeaR 2025 The Causal Information Bottleneck and Optimal Causal Variable Abstractions UAI 2025 The Delta of Thought: Channeling Rivers of Commonsense Knowledge in the Sea of Metaphorical Interpretations IJCAI 2025 The Hardness of Validating Observational Studies with Experimental Data AISTATS 2025 The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025 The Missing Parts: Augmenting Fact Verification with Half Truth Detection EMNLP 2025 The Partially Observable Off-Switch Game AAAI 2025 The Probability of Tiered Benefit: Partial Identification with Robust and Stable Inference CLeaR 2025 The Relativity of Causal Knowledge UAI 2025 The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability ICML 2025 The Stochastic Parrot on LLM’s Shoulder: A Summative Assessment of Physical Concept Understanding NAACL 2025 The Value of Prediction in Identifying the Worst-Off ICML 2025 THGNets: Constrained Temporal Hypergraphs and Graph Neural Networks in Hyperbolic Space for Information Diffusion Prediction AAAI 2025 Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection EMNLP 2025 Time After Time: Deep-Q Effect Estimation for Interventions on When and What to do ICLR 2025 ToMATO: Verbalizing the Mental States of Role-Playing LLMs for Benchmarking Theory of Mind AAAI 2025 To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts ICLR 2025 Toward Causal Generative Modeling: From Representation to Generation AAAI 2025 Toward Falsifying Causal Graphs Using a Permutation-Based Test AAAI 2025 Toward Informed AV Decision-Making: Computational Model of Well-being and Trust in Mobility IJCAI 2025 Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025 Towards a Theory of AI Personhood AAAI 2025