Causal Inference

AD4CD: Causal-Guided Anomaly Detection for Enhancing Cognitive Diagnosis AAAI 2025 ADAM: An Embodied Causal Agent in Open-World Environments ICLR 2025 Adaptive Platt Scaling with Causal Interpretations for Self-Reflective Language Model Uncertainty Estimates EMNLP 2025 Adjustment for Confounding using Pre-Trained Representations ICML 2025 AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery CLeaR 2025 ALARB: An Arabic Legal Argument Reasoning Benchmark EMNLP 2025 Algorithmic causal structure emerging through compression CLeaR 2025 Aligning Graphical and Functional Causal Abstractions CLeaR 2025 Aligning Text/Speech Representations from Multimodal Models with MEG Brain Activity During Listening EMNLP 2025 Alleviating Dual Biases in Recommendation (Student Abstract) AAAI 2025 A Meta-learner for Heterogeneous Effects in Difference-in-Differences ICML 2025 A Meta-Learning Approach to Bayesian Causal Discovery ICLR 2025 A Multi-Level Benchmark for Causal Language Understanding in Social Media Discourse EMNLP 2025 Analytic DAG Constraints for Differentiable DAG Learning ICLR 2025 Analyzing (In)Abilities of SAEs via Formal Languages NAACL 2025 An Evolutionary Perspective on AI Alignment (Student Abstract) AAAI 2025 A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability ICML 2025 An Instrumental Value for Data Production and its Application to Data Pricing ICML 2025 A Practical Approach to Causal Inference over Time AAAI 2025 A Practical Method for Generating String Counterfactuals NAACL 2025 Are explicit belief representations necessary? A comparison between Large Language Models and Bayesian probabilistic models NAACL 2025 Are LLMs Rigorous Logical Reasoners? Empowering Natural Language Proof Generation by Stepwise Decoding with Contrastive Learning IJCNLP 2025 Are Relational Triple Extraction Frameworks Sufficient for Hyper-relational Facts ? IJCNLP 2025 Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective ACL 2025 Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? ICLR 2025