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| NGTM: Substructure-based Neural Graph Topic Model for Interpretable Graph Generation | Jul 17, 2025 | graph constructionGraph Generation | —Unverified | 0 |
| Irec: A Metacognitive Scaffolding for Self-Regulated Learning through Just-in-Time Insight Recall: A Conceptual Framework and System Prototype | Jun 25, 2025 | graph constructionLarge Language Model | —Unverified | 0 |
| Call Me Maybe: Enhancing JavaScript Call Graph Construction using Graph Neural Networks | Jun 22, 2025 | graph constructionLink Prediction | —Unverified | 0 |
| CORE-KG: An LLM-Driven Knowledge Graph Construction Framework for Human Smuggling Networks | Jun 20, 2025 | coreference-resolutionCoreference Resolution | —Unverified | 0 |
| SemanticST: Spatially Informed Semantic Graph Learning for Clustering, Integration, and Scalable Analysis of Spatial Transcriptomics | Jun 13, 2025 | BenchmarkingContrastive Learning | —Unverified | 0 |
| XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented Generation | Jun 10, 2025 | graph constructionLanguage Modeling | CodeCode Available | 0 |
| MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning | Jun 10, 2025 | Allgraph construction | —Unverified | 0 |
| MAGNet: A Multi-Scale Attention-Guided Graph Fusion Network for DRC Violation Detection | Jun 8, 2025 | graph constructionGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks in Modern AI-aided Drug Discovery | Jun 7, 2025 | Drug Discoverygraph construction | —Unverified | 0 |
| Zero-Shot Open-Schema Entity Structure Discovery | Jun 4, 2025 | Attributegraph construction | —Unverified | 0 |
| HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification | Jun 3, 2025 | graph constructionGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Networks for Jamming Source Localization | Jun 1, 2025 | feature selectiongraph construction | CodeCode Available | 0 |
| LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing | May 30, 2025 | Dependency Parsinggraph construction | —Unverified | 0 |
| Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning | May 30, 2025 | Chunkinggraph construction | —Unverified | 0 |
| Retrieval Augmented Generation based Large Language Models for Causality Mining | May 29, 2025 | graph constructionInformation Retrieval | CodeCode Available | 0 |
| AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora | May 29, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 4 |
| Point or Line? Using Line-based Representation for Panoptic Symbol Spotting in CAD Drawings | May 29, 2025 | graph construction | —Unverified | 0 |
| Model Editing with Graph-Based External Memory | May 23, 2025 | graph constructionmodel | —Unverified | 0 |
| MA-COIR: Leveraging Semantic Search Index and Generative Models for Ontology-Driven Biomedical Concept Recognition | May 19, 2025 | graph construction | CodeCode Available | 0 |
| ELITE: Embedding-Less retrieval with Iterative Text Exploration | May 17, 2025 | graph constructionRAG | CodeCode Available | 1 |
| DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented Generation | May 15, 2025 | graph constructionHallucination | CodeCode Available | 0 |
| GSPRec: Temporal-Aware Graph Spectral Filtering for Recommendation | May 15, 2025 | graph constructionRecommendation Systems | —Unverified | 0 |
| Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs | May 12, 2025 | BenchmarkingDocument Layout Analysis | —Unverified | 0 |
| TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking | May 11, 2025 | Fact CheckingFew-Shot Learning | —Unverified | 0 |
| STG: Spatiotemporal Graph Neural Network with Fusion and Spatiotemporal Decoupling Learning for Prognostic Prediction of Colorectal Cancer Liver Metastasis | May 6, 2025 | Contrastive Learninggraph construction | —Unverified | 0 |
| Matching Distance and Geometric Distribution Aided Learning Multiview Point Cloud Registration | May 6, 2025 | graph constructionPoint Cloud Registration | CodeCode Available | 0 |
| Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking | May 3, 2025 | BenchmarkingData Integration | —Unverified | 0 |
| Mitigating the Structural Bias in Graph Adversarial Defenses | Apr 29, 2025 | graph construction | CodeCode Available | 0 |
| Efficient Document Retrieval with G-Retriever | Apr 21, 2025 | graph constructionQuestion Answering | CodeCode Available | 0 |
| RAKG:Document-level Retrieval Augmented Knowledge Graph Construction | Apr 14, 2025 | coreference-resolutionCoreference Resolution | CodeCode Available | 3 |
| Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings | Apr 12, 2025 | graph constructionWeather Forecasting | CodeCode Available | 0 |
| self-prompting analogical reasoning for uav object detection | Apr 11, 2025 | graph constructionobject-detection | CodeCode Available | 2 |
| Graph Based Deep Reinforcement Learning Aided by Transformers for Multi-Agent Cooperation | Apr 11, 2025 | Deep Reinforcement LearningDisaster Response | —Unverified | 0 |
| ASHiTA: Automatic Scene-grounded HIerarchical Task Analysis | Apr 9, 2025 | graph construction | —Unverified | 0 |
| Crowdsourcing-Based Knowledge Graph Construction for Drug Side Effects Using Large Language Models with an Application on Semaglutide | Apr 6, 2025 | graph constructionPharmacovigilance | —Unverified | 0 |
| SCORE: Story Coherence and Retrieval Enhancement for AI Narratives | Mar 30, 2025 | graph constructionRAG | —Unverified | 0 |
| A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support | Mar 29, 2025 | Answer GenerationArticles | —Unverified | 0 |
| DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation | Mar 28, 2025 | graph constructionGraph Learning | —Unverified | 0 |
| A Theoretical Framework for Graph-based Digital Twins for Supply Chain Management and Optimization | Mar 23, 2025 | Data Integrationgraph construction | —Unverified | 0 |
| SLIDE: Sliding Localized Information for Document Extraction | Mar 23, 2025 | Chunkinggraph construction | —Unverified | 0 |
| Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring | Mar 21, 2025 | Active LearningCausal Discovery | —Unverified | 0 |
| Enhancing Steering Estimation with Semantic-Aware GNNs | Mar 21, 2025 | Autonomous Drivinggraph construction | —Unverified | 0 |
| R^2: A LLM Based Novel-to-Screenplay Generation Framework with Causal Plot Graphs | Mar 19, 2025 | graph constructionHallucination | —Unverified | 0 |
| Dynamic Power Flow Analysis and Fault Characteristics: A Graph Attention Neural Network | Mar 19, 2025 | Computational EfficiencyFault Diagnosis | —Unverified | 0 |
| GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction | Mar 14, 2025 | graph constructionKnowledge Graphs | —Unverified | 0 |
| Type Information-Assisted Self-Supervised Knowledge Graph Denoising | Mar 13, 2025 | DenoisingEntity Alignment | CodeCode Available | 0 |
| A Graph-based Verification Framework for Fact-Checking | Mar 10, 2025 | Fact Checkinggraph construction | —Unverified | 0 |
| SKG-LLM: Developing a Mathematical Model for Stroke Knowledge Graph Construction Using Large Language Models | Mar 9, 2025 | Articlesgraph construction | —Unverified | 0 |
| AttackSeqBench: Benchmarking Large Language Models' Understanding of Sequential Patterns in Cyber Attacks | Mar 5, 2025 | Benchmarkinggraph construction | CodeCode Available | 0 |