Representation

Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective ICML 2025 Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025 Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025 Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation EMNLP 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 LightRAG: Simple and Fast Retrieval-Augmented Generation EMNLP 2025 LLM4VKG: Leveraging Large Language Models for Virtual Knowledge Graph Construction IJCAI 2025 LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025 LLM-Guided Probabilistic Program Induction for POMDP Model Estimation CoRL 2025 Local Identifying Causal Relations in the Presence of Latent Variables ICML 2025 Local Interference: Removing Interference Bias in Semi-Parametric Causal Models CLeaR 2025 M³GQA: A Multi-Entity Multi-Hop Multi-Setting Graph Question Answering Benchmark ACL 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 Matching and Linking Entries in Historical Swedish Encyclopedias NAACL 2025 Meaning Holism and Indeterminacy of Reference in Ontologies (Extended Abstract) IJCAI 2025 MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection COLING 2025 Media of Langue: Exploring Word Translation Network NAACL 2025 Medical Graph RAG: Evidence-based Medical Large Language Model via Graph Retrieval-Augmented Generation ACL 2025 MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025 MeKB-Sim: Personal Knowledge Base-Powered Multi-Agent Simulation NAACL 2025 Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025 Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025 Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025