| Contrastive Token-level Explanations for Graph-based Rumour Detection | Feb 5, 2025 | Graph Neural NetworkRumour Detection | —Unverified | 0 |
| scBIT: Integrating Single-cell Transcriptomic Data into fMRI-based Prediction for Alzheimer's Disease Diagnosis | Feb 4, 2025 | Binary ClassificationDiagnostic | CodeCode Available | 0 |
| Graph Structure Learning for Tumor Microenvironment with Cell Type Annotation from non-spatial scRNA-seq data | Feb 4, 2025 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| Comparative Analysis of FPGA and GPU Performance for Machine Learning-Based Track Reconstruction at LHCb | Feb 4, 2025 | GPUGraph Neural Network | CodeCode Available | 0 |
| MAGNNET: Multi-Agent Graph Neural Network-based Efficient Task Allocation for Autonomous Vehicles with Deep Reinforcement Learning | Feb 4, 2025 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments | Feb 3, 2025 | Efficient ExplorationGraph Neural Network | CodeCode Available | 1 |
| GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation | Feb 3, 2025 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 3 |
| UniGraph2: Learning a Unified Embedding Space to Bind Multimodal Graphs | Feb 2, 2025 | Graph Neural NetworkMixture-of-Experts | CodeCode Available | 1 |
| Predicting Steady-State Behavior in Complex Networks with Graph Neural Networks | Feb 2, 2025 | Graph Neural Network | —Unverified | 0 |
| Converting Transformers into DGNNs Form | Feb 1, 2025 | Computational EfficiencyDocument Classification | CodeCode Available | 0 |
| RIGNO: A Graph-based framework for robust and accurate operator learning for PDEs on arbitrary domains | Jan 31, 2025 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration | Jan 31, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| Mixed-Precision Graph Neural Quantization for Low Bit Large Language Models | Jan 30, 2025 | Graph Neural NetworkQuantization | —Unverified | 0 |
| ACTGNN: Assessment of Clustering Tendency with Synthetically-Trained Graph Neural Networks | Jan 30, 2025 | ClusteringGraph Neural Network | —Unverified | 0 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | CodeCode Available | 1 |
| Hypergraph Diffusion for High-Order Recommender Systems | Jan 28, 2025 | Collaborative FilteringContrastive Learning | —Unverified | 0 |
| Applying Ensemble Models based on Graph Neural Network and Reinforcement Learning for Wind Power Forecasting | Jan 28, 2025 | Graph Neural Networkreinforcement-learning | —Unverified | 0 |
| Graph Neural Network Based Hybrid Beamforming Design in Wideband Terahertz MIMO-OFDM Systems | Jan 27, 2025 | Graph Neural Network | —Unverified | 0 |
| GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design | Jan 27, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space | Jan 26, 2025 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model | Jan 26, 2025 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Data Center Cooling System Optimization Using Offline Reinforcement Learning | Jan 25, 2025 | Graph Neural NetworkOffline RL | —Unverified | 0 |
| Utilizing Graph Neural Networks for Effective Link Prediction in Microservice Architectures | Jan 25, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Based Beamforming and RIS Reflection Design in A Multi-RIS Assisted Wireless Network | Jan 24, 2025 | Graph Neural Network | —Unverified | 0 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
