| MindSearch: Mimicking Human Minds Elicits Deep AI Searcher | Jul 29, 2024 | 2D Semantic Segmentation task 1 (8 classes)graph construction | CodeCode Available | 9 | 5 |
| MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors | Dec 16, 2024 | 3D Reconstructiongraph construction | CodeCode Available | 7 | 5 |
| Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation | Aug 8, 2024 | ChunkingFact Checking | CodeCode Available | 4 | 5 |
| AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora | May 29, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 4 | 5 |
| SocialED: A Python Library for Social Event Detection | Dec 18, 2024 | CPUEvent Detection | CodeCode Available | 4 | 5 |
| Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models | Jun 5, 2024 | Data Integrationgraph construction | CodeCode Available | 3 | 5 |
| Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks | Jun 7, 2024 | graph constructionWeather Forecasting | CodeCode Available | 3 | 5 |
| 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 | 5 |
| From human experts to machines: An LLM supported approach to ontology and knowledge graph construction | Mar 13, 2024 | graph constructionKnowledge Graphs | CodeCode Available | 3 | 5 |
| Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks | Feb 18, 2025 | graph constructionLarge Language Model | CodeCode Available | 3 | 5 |
| GraphStorm: all-in-one graph machine learning framework for industry applications | Jun 10, 2024 | Allgraph construction | CodeCode Available | 3 | 5 |
| RAKG:Document-level Retrieval Augmented Knowledge Graph Construction | Apr 14, 2025 | coreference-resolutionCoreference Resolution | CodeCode Available | 3 | 5 |
| A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends | Sep 29, 2024 | Benchmarkinggraph construction | CodeCode Available | 2 | 5 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 | 5 |
| cuSLINK: Single-linkage Agglomerative Clustering on the GPU | Jun 28, 2023 | ClusteringGPU | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction | Apr 5, 2024 | graph constructionOpen Information Extraction | CodeCode Available | 2 | 5 |
| EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition | Jun 26, 2024 | EEGEEG Emotion Recognition | CodeCode Available | 2 | 5 |
| UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction | Feb 10, 2024 | graph constructionKnowledge Graph Completion | CodeCode Available | 2 | 5 |
| SGTR+: End-to-end Scene Graph Generation with Transformer | Jan 23, 2024 | graph constructionGraph Generation | CodeCode Available | 2 | 5 |
| CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUs | Aug 29, 2023 | CPUGPU | CodeCode Available | 2 | 5 |
| Graph Neural Networks for Natural Language Processing: A Survey | Jun 10, 2021 | Decodergraph construction | CodeCode Available | 2 | 5 |
| BERN2: an advanced neural biomedical named entity recognition and normalization tool | Jan 6, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 2 | 5 |
| PyRCA: A Library for Metric-based Root Cause Analysis | Jun 20, 2023 | Causal Discoverygraph construction | CodeCode Available | 2 | 5 |
| RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation | Feb 16, 2025 | graph constructionKnowledge Graphs | CodeCode Available | 2 | 5 |
| LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities | May 22, 2023 | Event Extractiongraph construction | CodeCode Available | 2 | 5 |
| GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs | May 10, 2024 | graph constructionimage-classification | CodeCode Available | 2 | 5 |
| Knowledge Graph Prompting for Multi-Document Question Answering | Aug 22, 2023 | graph constructionOpen-Domain Question Answering | CodeCode Available | 2 | 5 |
| self-prompting analogical reasoning for uav object detection | Apr 11, 2025 | graph constructionobject-detection | CodeCode Available | 2 | 5 |
| DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction | May 31, 2021 | graph constructionKnowledge Graphs | CodeCode Available | 1 | 5 |
| Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection | Mar 17, 2020 | graph constructionOptical Character Recognition (OCR) | CodeCode Available | 1 | 5 |
| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 | 5 |
| A Graph-Enhanced Click Model for Web Search | Jun 17, 2022 | graph constructionmodel | CodeCode Available | 1 | 5 |
| Graph-based Active Learning for Semi-supervised Classification of SAR Data | Mar 31, 2022 | Active Learninggraph construction | CodeCode Available | 1 | 5 |
| A Graph-Based Neural Model for End-to-End Frame Semantic Parsing | Sep 25, 2021 | graph constructionSemantic Parsing | CodeCode Available | 1 | 5 |
| Context-Aware Sparse Deep Coordination Graphs | Jun 5, 2021 | graph constructionGraph Learning | CodeCode Available | 1 | 5 |
| Continual Multimodal Knowledge Graph Construction | May 15, 2023 | Continual Learninggraph construction | CodeCode Available | 1 | 5 |
| Generative Knowledge Graph Construction: A Review | Oct 23, 2022 | graph constructionKnowledge Graphs | CodeCode Available | 1 | 5 |
| ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining | Jun 1, 2021 | Abstractive Text SummarizationArgument Mining | CodeCode Available | 1 | 5 |
| Connectivity Optimized Nested Graph Networks for Crystal Structures | Feb 27, 2023 | graph construction | CodeCode Available | 1 | 5 |
| GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network | Dec 24, 2024 | GPUgraph construction | CodeCode Available | 1 | 5 |
| GKGNet: Group K-Nearest Neighbor based Graph Convolutional Network for Multi-Label Image Recognition | Aug 28, 2023 | graph constructionMulti-Label Classification | CodeCode Available | 1 | 5 |
| Fast Approximate Nearest Neighbor Search with a Dynamic Exploration Graph using Continuous Refinement | Jul 19, 2023 | graph construction | CodeCode Available | 1 | 5 |
| Charged particle tracking via edge-classifying interaction networks | Mar 30, 2021 | Edge Classificationgraph construction | CodeCode Available | 1 | 5 |
| Fast k-NN Graph Construction by GPU based NN-Descent | Oct 30, 2021 | CPUGPU | CodeCode Available | 1 | 5 |
| Can LLMs be Good Graph Judge for Knowledge Graph Construction? | Nov 26, 2024 | Denoisinggraph construction | CodeCode Available | 1 | 5 |
| FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery | Nov 15, 2022 | graph construction | CodeCode Available | 1 | 5 |
| BADet: Boundary-Aware 3D Object Detection from Point Clouds | Apr 21, 2021 | 3D Object Detectiongraph construction | CodeCode Available | 1 | 5 |
| BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous Datasets | Jun 19, 2023 | graph constructionMulti-Task Learning | CodeCode Available | 1 | 5 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 | 5 |
