| Contrastive Token-level Explanations for Graph-based Rumour Detection | Feb 5, 2025 | Graph Neural NetworkRumour Detection | —Unverified | 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 |
| scBIT: Integrating Single-cell Transcriptomic Data into fMRI-based Prediction for Alzheimer's Disease Diagnosis | Feb 4, 2025 | Binary ClassificationDiagnostic | 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 |
| Comparative Analysis of FPGA and GPU Performance for Machine Learning-Based Track Reconstruction at LHCb | Feb 4, 2025 | GPUGraph Neural Network | CodeCode Available | 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 |
| Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration | Jan 31, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 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 |
| 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 |
| GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design | Jan 27, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Based Hybrid Beamforming Design in Wideband Terahertz MIMO-OFDM Systems | Jan 27, 2025 | Graph 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 |
| Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition | Jan 24, 2025 | EEGEEG Emotion Recognition | —Unverified | 0 |
| The Road to Learning Explainable Inverse Kinematic Models: Graph Neural Networks as Inductive Bias for Symbolic Regression | Jan 23, 2025 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| SafePowerGraph-HIL: Real-Time HIL Validation of Heterogeneous GNNs for Bridging Sim-to-Real Gap in Power Grids | Jan 21, 2025 | Graph Neural NetworkState Estimation | —Unverified | 0 |
| A Hybrid Supervised and Self-Supervised Graph Neural Network for Edge-Centric Applications | Jan 21, 2025 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Fast instance-specific algorithm configuration with graph neural network | Jan 20, 2025 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Fast Searching of Extreme Operating Conditions for Relay Protection Setting Calculation Based on Graph Neural Network and Reinforcement Learning | Jan 16, 2025 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 |
| GRAPPA - A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures | Jan 15, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Combining imaging and shape features for prediction tasks of Alzheimer's disease classification and brain age regression | Jan 14, 2025 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems | Jan 13, 2025 | Graph Neural Network | —Unverified | 0 |
| A Heterogeneous Multimodal Graph Learning Framework for Recognizing User Emotions in Social Networks | Jan 13, 2025 | Deep LearningEmotion Recognition | —Unverified | 0 |
| Duplex: Dual Prototype Learning for Compositional Zero-Shot Learning | Jan 13, 2025 | Compositional Zero-Shot LearningGraph Neural Network | —Unverified | 0 |
| Automated Heterogeneous Network learning with Non-Recursive Message Passing | Jan 10, 2025 | Graph Neural NetworkNeural Architecture Search | CodeCode Available | 0 |
| Annealing Machine-assisted Learning of Graph Neural Network for Combinatorial Optimization | Jan 10, 2025 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials | Jan 10, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 |
| TransPlace: Transferable Circuit Global Placement via Graph Neural Network | Jan 10, 2025 | Graph Neural Network | CodeCode Available | 0 |
| DeltaGNN: Graph Neural Network with Information Flow Control | Jan 10, 2025 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Data-Driven Radio Propagation Modeling using Graph Neural Networks | Jan 8, 2025 | Graph Neural Network | —Unverified | 0 |
| Intelligent experiments through real-time AI: Fast Data Processing and Autonomous Detector Control for sPHENIX and future EIC detectors | Jan 8, 2025 | Graph Neural NetworkHigh-Level Synthesis | —Unverified | 0 |
| Dynamic Localisation of Spatial-Temporal Graph Neural Network | Jan 8, 2025 | Graph Neural Network | —Unverified | 0 |
| LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging | Jan 7, 2025 | Audio ClassificationGraph Neural Network | —Unverified | 0 |
| MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction | Jan 7, 2025 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 0 |
| CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks | Jan 6, 2025 | Federated LearningGraph Neural Network | —Unverified | 0 |
| LightGNN: Simple Graph Neural Network for Recommendation | Jan 6, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 2 |
| Multi-Aggregator Time-Warping Heterogeneous Graph Neural Network for Personalized Micro-Video Recommendation | Jan 5, 2025 | Graph Neural Network | —Unverified | 0 |