| 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 |
| Enhancing Steering Estimation with Semantic-Aware GNNs | Mar 21, 2025 | Autonomous Drivinggraph construction | —Unverified | 0 |
| Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring | Mar 21, 2025 | Active LearningCausal Discovery | —Unverified | 0 |
| R^2: A LLM Based Novel-to-Screenplay Generation Framework with Causal Plot Graphs | Mar 19, 2025 | graph constructionHallucination | —Unverified | 0 |
| Dynamic Power Flow Analysis and Fault Characteristics: A Graph Attention Neural Network | Mar 19, 2025 | Computational EfficiencyFault Diagnosis | —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 |
| Hierarchical Superpixel Segmentation via Structural Information Theory | Jan 13, 2025 | graph constructiongraph partitioning | CodeCode Available | 0 |