| LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities | May 22, 2023 | Event Extractiongraph construction | CodeCode Available | 2 |
| BERN2: an advanced neural biomedical named entity recognition and normalization tool | Jan 6, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 2 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |
| Graph Neural Networks for Natural Language Processing: A Survey | Jun 10, 2021 | Decodergraph construction | CodeCode Available | 2 |
| ELITE: Embedding-Less retrieval with Iterative Text Exploration | May 17, 2025 | graph constructionRAG | CodeCode Available | 1 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| 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 |
| Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering | Dec 18, 2024 | graph constructionknowledge editing | CodeCode Available | 1 |
| 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 |
| Can LLMs be Good Graph Judge for Knowledge Graph Construction? | Nov 26, 2024 | Denoisinggraph construction | CodeCode Available | 1 |
| Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective | Oct 23, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| Navigating Beyond Instructions: Vision-and-Language Navigation in Obstructed Environments | Jul 31, 2024 | graph constructionNavigate | CodeCode Available | 1 |
| Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP Education | Jul 15, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| Using GNN property predictors as molecule generators | Jun 5, 2024 | graph construction | CodeCode Available | 1 |
| Hierarchical Source-to-Post-Route QoR Prediction in High-Level Synthesis with GNNs | Jan 14, 2024 | graph constructionHigh-Level Synthesis | CodeCode Available | 1 |
| Superpixel-based and Spatially-regularized Diffusion Learning for Unsupervised Hyperspectral Image Clustering | Dec 24, 2023 | Clusteringgraph construction | CodeCode Available | 1 |
| Online Semi-Supervised Learning of Composite Event Rules by Combining Structure and Mass-Based Predicate Similarity | Dec 15, 2023 | Activity Recognitionfeature selection | CodeCode Available | 1 |
| MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention | Dec 10, 2023 | graph constructionIntent Detection | CodeCode Available | 1 |
| Relative NN-Descent: A Fast Index Construction for Graph-Based Approximate Nearest Neighbor Search | Oct 31, 2023 | graph construction | CodeCode Available | 1 |
| Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data | Sep 11, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Scalable Incomplete Multi-View Clustering with Structure Alignment | Aug 31, 2023 | Clusteringgraph construction | CodeCode Available | 1 |
| GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition | Aug 28, 2023 | graph constructionMulti-Label Classification | CodeCode Available | 1 |
| TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification | Jul 31, 2023 | graph constructionTraffic Classification | CodeCode Available | 1 |
