| MindSearch: Mimicking Human Minds Elicits Deep AI Searcher | Jul 29, 2024 | 2D Semantic Segmentation task 1 (8 classes)graph construction | CodeCode Available | 9 |
| MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors | Dec 16, 2024 | 3D Reconstructiongraph construction | CodeCode Available | 7 |
| AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora | May 29, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 4 |
| SocialED: A Python Library for Social Event Detection | Dec 18, 2024 | CPUEvent Detection | CodeCode Available | 4 |
| Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation | Aug 8, 2024 | ChunkingFact Checking | CodeCode Available | 4 |
| RAKG:Document-level Retrieval Augmented Knowledge Graph Construction | Apr 14, 2025 | coreference-resolutionCoreference Resolution | CodeCode Available | 3 |
| Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks | Feb 18, 2025 | graph constructionLarge Language Model | CodeCode Available | 3 |
| GraphStorm: all-in-one graph machine learning framework for industry applications | Jun 10, 2024 | Allgraph construction | CodeCode Available | 3 |
| Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks | Jun 7, 2024 | graph constructionWeather Forecasting | CodeCode Available | 3 |
| Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models | Jun 5, 2024 | Data Integrationgraph construction | CodeCode Available | 3 |
| From human experts to machines: An LLM supported approach to ontology and knowledge graph construction | Mar 13, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 3 |
| X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design | Feb 11, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 3 |
| self-prompting analogical reasoning for uav object detection | Apr 11, 2025 | graph constructionobject-detection | CodeCode Available | 2 |
| RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation | Feb 16, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 2 |
| A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends | Sep 29, 2024 | Benchmarkinggraph construction | CodeCode Available | 2 |
| EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition | Jun 26, 2024 | EEGEEG Emotion Recognition | CodeCode Available | 2 |
| GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs | May 10, 2024 | graph constructionimage-classification | CodeCode Available | 2 |
| Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction | Apr 5, 2024 | graph constructionOpen Information Extraction | CodeCode Available | 2 |
| UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction | Feb 10, 2024 | graph constructionKnowledge Graph Completion | CodeCode Available | 2 |
| SGTR+: End-to-end Scene Graph Generation with Transformer | Jan 23, 2024 | graph constructionGraph Generation | CodeCode Available | 2 |
| TechGPT-2.0: A large language model project to solve the task of knowledge graph construction | Jan 9, 2024 | graph constructionLanguage Modeling | CodeCode Available | 2 |
| CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUs | Aug 29, 2023 | CPUGPU | CodeCode Available | 2 |
| Knowledge Graph Prompting for Multi-Document Question Answering | Aug 22, 2023 | graph constructionOpen-Domain Question Answering | CodeCode Available | 2 |
| cuSLINK: Single-linkage Agglomerative Clustering on the GPU | Jun 28, 2023 | ClusteringGPU | CodeCode Available | 2 |
| PyRCA: A Library for Metric-based Root Cause Analysis | Jun 20, 2023 | Causal Discoverygraph construction | CodeCode Available | 2 |
| 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 |