Representation

Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 Directed Graph Grammars for Sequence-based Learning ICML 2025 Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objects AAAI 2025 Discovering Latent Causal Graphs from Spatiotemporal Data ICML 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 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 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 Document-level Event Relation Extraction NAACL 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 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 Safe and Controllable Protein Generation via Knowledge Preference Optimization ACL 2025 Enhancing Spectral GNNs: From Topology and Perturbation Perspectives ICML 2025 Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025 Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering CoRL 2025 Entity Quality Enhancement in Knowledge Graphs through LLM-based Question Answering COLING 2025 Entity Retrieval for Answering Entity-Centric Questions NAACL 2025 EquiPose: Exploiting Permutation Equivariance for Relative Camera Pose Estimation CVPR 2025