| 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 |
| Dynamic Power Flow Analysis and Fault Characteristics: A Graph Attention Neural Network | Mar 19, 2025 | Computational EfficiencyFault Diagnosis | —Unverified | 0 |
| R^2: A LLM Based Novel-to-Screenplay Generation Framework with Causal Plot Graphs | Mar 19, 2025 | graph constructionHallucination | —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 |
| Deal: Distributed End-to-End GNN Inference for All Nodes | Mar 4, 2025 | Allgraph construction | —Unverified | 0 |
| Scalable Graph Attention-based Instance Selection via Mini-Batch Sampling and Hierarchical Hashing | Feb 27, 2025 | Graph Attentiongraph construction | —Unverified | 0 |
| PCE-GAN: A Generative Adversarial Network for Point Cloud Attribute Quality Enhancement based on Optimal Transport | Feb 26, 2025 | AttributeGenerative Adversarial Network | —Unverified | 0 |
| Few-shot Continual Relation Extraction via Open Information Extraction | Feb 23, 2025 | Continual LearningContinual Relation Extraction | —Unverified | 0 |
| NLP-AKG: Few-Shot Construction of NLP Academic Knowledge Graph Based on LLM | Feb 20, 2025 | graph constructionQuestion Answering | —Unverified | 0 |
| Explore-Construct-Filter: An Automated Framework for Rich and Reliable API Knowledge Graph Construction | Feb 19, 2025 | Code Generationgraph construction | —Unverified | 0 |
| The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers | Jan 31, 2025 | graph constructionMultiple Instance Learning | CodeCode Available | 0 |
| AutoG: Towards automatic graph construction from tabular data | Jan 25, 2025 | graph construction | —Unverified | 0 |
| A Comprehensive Survey on Spectral Clustering with Graph Structure Learning | Jan 23, 2025 | Clusteringgraph construction | —Unverified | 0 |
| ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning | Jan 18, 2025 | graph constructionimage-classification | —Unverified | 0 |
| UFGraphFR: An attempt at a federated recommendation system based on user text characteristics | Jan 14, 2025 | AttributeFederated Learning | CodeCode Available | 0 |
| E2ESlack: An End-to-End Graph-Based Framework for Pre-Routing Slack Prediction | Jan 13, 2025 | graph constructionPrediction | —Unverified | 0 |
| Hierarchical Superpixel Segmentation via Structural Information Theory | Jan 13, 2025 | graph constructiongraph partitioning | CodeCode Available | 0 |
| Improving Skeleton-based Action Recognition with Interactive Object Information | Jan 9, 2025 | Action RecognitionData Augmentation | CodeCode Available | 0 |
| DarkFarseer: Inductive Spatio-temporal Kriging via Hidden Style Enhancement and Sparsity-Noise Mitigation | Jan 6, 2025 | Contrastive LearningDenoising | —Unverified | 0 |
| Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection | Jan 3, 2025 | Fraud Detectiongraph construction | CodeCode Available | 0 |
| DVHGNN: Multi-Scale Dilated Vision HGNN for Efficient Vision Recognition | Jan 1, 2025 | graph constructionGraph Neural Network | —Unverified | 0 |
| PHGC: Procedural Heterogeneous Graph Completion for Natural Language Task Verification in Egocentric Videos | Jan 1, 2025 | graph construction | CodeCode Available | 0 |
| SepsisCalc: Integrating Clinical Calculators into Early Sepsis Prediction via Dynamic Temporal Graph Construction | Dec 31, 2024 | graph constructionPrediction | CodeCode Available | 0 |
| Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema | Dec 30, 2024 | graph construction | —Unverified | 0 |
| GAIS: A Novel Approach to Instance Selection with Graph Attention Networks | Dec 26, 2024 | Graph Attentiongraph construction | —Unverified | 0 |
| A Rhetorical Relations-Based Framework for Tailored Multimedia Document Summarization | Dec 26, 2024 | Document Summarizationgraph construction | —Unverified | 0 |
| KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis | Dec 22, 2024 | graph constructionGraph Generation | —Unverified | 0 |
| A Protocol for KG Construction Tasks Involving Users | Dec 21, 2024 | graph construction | —Unverified | 0 |
| Anchor Learning with Potential Cluster Constraints for Multi-view Clustering | Dec 21, 2024 | Clusteringgraph construction | CodeCode Available | 0 |
| Intention Knowledge Graph Construction for User Intention Relation Modeling | Dec 16, 2024 | graph constructionKnowledge Graphs | —Unverified | 0 |
| Low-Resource Fast Text Classification Based on Intra-Class and Inter-Class Distance Calculation | Dec 13, 2024 | Classificationgraph construction | —Unverified | 0 |
| FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer Encoders | Dec 2, 2024 | Graph Attentiongraph construction | —Unverified | 0 |
| Intelligent Spark Agents: A Modular LangGraph Framework for Scalable, Visualized, and Enhanced Big Data Machine Learning Workflows | Dec 2, 2024 | Decision MakingDistributed Computing | —Unverified | 0 |
| Point Cloud Denoising With Fine-Granularity Dynamic Graph Convolutional Networks | Nov 21, 2024 | Denoisinggraph construction | —Unverified | 0 |
| Unbiased Scene Graph Generation by Type-Aware Message Passing on Heterogeneous and Dual Graphs | Nov 20, 2024 | graph constructionGraph Generation | —Unverified | 0 |
| ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application Analysis | Nov 17, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 0 |
| HistoLens: An LLM-Powered Framework for Multi-Layered Analysis of Historical Texts -- A Case Application of Yantie Lun | Nov 15, 2024 | graph constructionnamed-entity-recognition | —Unverified | 0 |
| Multiscale Graph Construction Using Non-local Cluster Features | Nov 13, 2024 | ClusteringGraph Clustering | —Unverified | 0 |
| GaussianCut: Interactive segmentation via graph cut for 3D Gaussian Splatting | Nov 12, 2024 | 3DGSgraph construction | —Unverified | 0 |
| No-Reference Point Cloud Quality Assessment via Graph Convolutional Network | Nov 12, 2024 | graph constructionPoint Cloud Quality Assessment | CodeCode Available | 0 |
| Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data | Nov 1, 2024 | graph constructionTime Series | CodeCode Available | 0 |