Knowledge Graphs

Learning from Litigation: Graphs for Retrieval and Reasoning in eDiscovery ACL 2025 Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models ICML 2025 Learning Latent Graph Structures and their Uncertainty ICML 2025 Learning Representations of Instruments for Partial Identification of Treatment Effects ICML 2025 Learning State-Based Node Representations from a Class Hierarchy for Fine-Grained Open-Set Detection ICML 2025 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 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 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 Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025