Reasoning

Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables JMLR 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 Discovering Physics Laws of Dynamical Systems via Invariant Function Learning ICML 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025 Distinguishing Cause from Effect with Causal Velocity Models ICML 2025 DS-MHP: Improving Chain-of-Thought through Dynamic Subgraph-Guided Multi-Hop Path EMNLP 2025 DSPNet: Dual-vision Scene Perception for Robust 3D Question Answering CVPR 2025 Dung’s Argumentation Framework: Unveiling the Expressive Power with Inconsistent Databases AAAI 2025 DyCAST: Learning Dynamic Causal Structure from Time Series ICLR 2025 Dynamic Energy-Based Contrastive Learning with Multi-Stage Knowledge Verification for Event Causality Identification EMNLP 2025 Dynamic Epistemic Friction in Dialogue CoNLL 2025 Efficient and Trustworthy Causal Discovery with Latent Variables and Complex Relations ICLR 2025 Efficient Causal Decision Making with One-sided Feedback ICLR 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025 Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025 Enhancing Event Causality Identification with LLM Knowledge and Concept-Level Event Relations COLING 2025 Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025 Enhancing Retrieval Systems with Inference-Time Logical Reasoning ACL 2025 Enhancing Transformers for Generalizable First-Order Logical Entailment ACL 2025 Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection AAAI 2025 Entailment-Preserving First-order Logic Representations in Natural Language Entailment ACL 2025 Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering CoRL 2025 Estimating Network-Mediated Causal Effects via Principal Components Network Regression JMLR 2025 Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025