| Deal: Distributed End-to-End GNN Inference for All Nodes | Mar 4, 2025 | Allgraph construction | —Unverified | 0 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| 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 |
| Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks | Feb 18, 2025 | graph constructionLarge Language Model | CodeCode Available | 3 |
| RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation | Feb 16, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 2 |
| 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 |
| PHGC: Procedural Heterogeneous Graph Completion for Natural Language Task Verification in Egocentric Videos | Jan 1, 2025 | graph construction | CodeCode Available | 0 |
| DVHGNN: Multi-Scale Dilated Vision HGNN for Efficient Vision Recognition | Jan 1, 2025 | graph constructionGraph Neural Network | —Unverified | 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 |
| GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network | Dec 24, 2024 | GPUgraph construction | CodeCode Available | 1 |
| An Automatic Graph Construction Framework based on Large Language Models for Recommendation | Dec 24, 2024 | graph constructionQuantization | CodeCode Available | 1 |
| KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis | Dec 22, 2024 | graph constructionGraph Generation | —Unverified | 0 |
| Anchor Learning with Potential Cluster Constraints for Multi-view Clustering | Dec 21, 2024 | Clusteringgraph construction | CodeCode Available | 0 |
| A Protocol for KG Construction Tasks Involving Users | Dec 21, 2024 | graph construction | —Unverified | 0 |
| SocialED: A Python Library for Social Event Detection | Dec 18, 2024 | CPUEvent Detection | CodeCode Available | 4 |
| Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering | Dec 18, 2024 | graph constructionknowledge editing | CodeCode Available | 1 |
| MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors | Dec 16, 2024 | 3D Reconstructiongraph construction | CodeCode Available | 7 |
| 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 |
| Repository-Level Graph Representation Learning for Enhanced Security Patch Detection | Dec 11, 2024 | graph constructionGraph Representation Learning | CodeCode Available | 1 |
| MERGE: Multi-faceted Hierarchical Graph-based GNN for Gene Expression Prediction from Whole Slide Histopathology Images | Dec 3, 2024 | graph constructionPrediction | CodeCode Available | 1 |
| 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 |
| Can LLMs be Good Graph Judge for Knowledge Graph Construction? | Nov 26, 2024 | Denoisinggraph construction | CodeCode Available | 1 |
| 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 |
| Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce | Oct 28, 2024 | Benchmarkinggraph construction | —Unverified | 0 |
| CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models | Oct 28, 2024 | ArticlesEntity Alignment | —Unverified | 0 |