Knowledge & Reasoning

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 DocKS-RAG: Optimizing Document-Level Relation Extraction through LLM-Enhanced Hybrid Prompt Tuning ICML 2025 Double Machine Learning for Causal Inference under Shared-State Interference ICML 2025 DPCL-Diff：Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning AAAI 2025 D-RAG: Differentiable Retrieval-Augmented Generation for Knowledge Graph Question Answering EMNLP 2025 DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains EMNLP 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 EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified Sparsification ICML 2025 Efficient and Trustworthy Causal Discovery with Latent Variables and Complex Relations ICLR 2025 Efficient Causal Decision Making with One-sided Feedback ICLR 2025 Efficient Document-level Event Relation Extraction NAACL 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025 Empowering GraphRAG with Knowledge Filtering and Integration EMNLP 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 Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025 Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025 Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025