| Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System | May 30, 2025 | Graph Neural NetworkWeather Forecasting | —Unverified | 0 |
| Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning | May 30, 2025 | Dimensionality Reductionfeature selection | CodeCode Available | 0 |
| A Benchmark Dataset for Graph Regression with Homogeneous and Multi-Relational Variants | May 29, 2025 | Graph Neural NetworkGraph Regression | —Unverified | 0 |
| Dual-Task Graph Neural Network for Joint Seizure Onset Zone Localization and Outcome Prediction using Stereo EEG | May 29, 2025 | EEGFeature Importance | —Unverified | 0 |
| AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction | May 29, 2025 | Computational EfficiencyData Augmentation | CodeCode Available | 0 |
| Directed Homophily-Aware Graph Neural Network | May 28, 2025 | Graph Neural NetworkInformativeness | —Unverified | 0 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph Neural Network | CodeCode Available | 1 |
| Visual Loop Closure Detection Through Deep Graph Consensus | May 27, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation | May 27, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 3 |
| Graph Neural Network Aided Detection for the Multi-User Multi-Dimensional Index Modulated Uplink | May 27, 2025 | compressed sensingGraph Neural Network | —Unverified | 0 |
| An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks | May 26, 2025 | DiversityGraph Neural Network | —Unverified | 0 |
| GraphAU-Pain: Graph-based Action Unit Representation for Pain Intensity Estimation | May 26, 2025 | Graph Neural Network | —Unverified | 0 |
| Chordless Structure: A Pathway to Simple and Expressive GNNs | May 25, 2025 | Graph Neural Network | —Unverified | 0 |
| Chi-Square Wavelet Graph Neural Networks for Heterogeneous Graph Anomaly Detection | May 25, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization | May 22, 2025 | Combinatorial OptimizationComputational Efficiency | —Unverified | 0 |
| Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems | May 22, 2025 | Graph Neural NetworkScheduling | —Unverified | 0 |
| Joint Relational Database Generation via Graph-Conditional Diffusion Models | May 22, 2025 | Graph Neural NetworkImputation | —Unverified | 0 |
| Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization | May 22, 2025 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| Manipulating Elasto-Plastic Objects With 3D Occupancy and Learning-Based Predictive Control | May 22, 2025 | Graph Neural Network | —Unverified | 0 |
| Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing | May 21, 2025 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —Unverified | 0 |
| Physics-Guided Multi-View Graph Neural Network for Schizophrenia Classification via Structural-Functional Coupling | May 21, 2025 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Graph Conditional Flow Matching for Relational Data Generation | May 21, 2025 | Graph Neural NetworkTabular Data Generation | CodeCode Available | 0 |
| Higher-order Structure Boosts Link Prediction on Temporal Graphs | May 21, 2025 | Dynamic Link PredictionGraph Learning | —Unverified | 0 |
| Leveraging Multivariate Long-Term History Representation for Time Series Forecasting | May 20, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Cooperative Causal GraphSAGE | May 20, 2025 | Causal InferenceGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks Based Anomalous RSSI Detection | May 19, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| AdS-GNN -- a Conformally Equivariant Graph Neural Network | May 19, 2025 | Graph Neural Network | —Unverified | 0 |
| GraphFLEx: Structure Learning Framework for Large Expanding Graphs | May 18, 2025 | ClusteringGraph Neural Network | —Unverified | 0 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| Learning Repetition-Invariant Representations for Polymer Informatics | May 15, 2025 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| GNN-Suite: a Graph Neural Network Benchmarking Framework for Biomedical Informatics | May 15, 2025 | BenchmarkingGraph Neural Network | CodeCode Available | 0 |
| Next Word Suggestion using Graph Neural Network | May 13, 2025 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| GNN-based Precoder Design and Fine-tuning for Cell-free Massive MIMO with Real-world CSI | May 13, 2025 | Graph Neural NetworkTransfer Learning | —Unverified | 0 |
| WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural Networks | May 13, 2025 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs | May 12, 2025 | BenchmarkingDocument Layout Analysis | —Unverified | 0 |
| Wireless Link Scheduling with State-Augmented Graph Neural Networks | May 12, 2025 | FairnessGraph Neural Network | CodeCode Available | 0 |
| Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks | May 12, 2025 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Tagging fully hadronic exotic decays of the vectorlike B quark using a graph neural network | May 12, 2025 | Graph Neural Network | —Unverified | 0 |
| Learning Graph Representation of Agent Diffusers | May 10, 2025 | Graph Neural NetworkImage Generation | CodeCode Available | 0 |
| Reconstructing Brain Causal Dynamics for Subject and Task Fingerprints using fMRI Time-series Data | May 9, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Learning | May 9, 2025 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition | May 8, 2025 | Activity RecognitionDomain Generalization | —Unverified | 0 |
| Graph Neural Network Aided Deep Reinforcement Learning for Resource Allocation in Dynamic Terahertz UAV Networks | May 8, 2025 | Deep Reinforcement LearningDisaster Response | —Unverified | 0 |
| Physics-Assisted and Topology-Informed Deep Learning for Weather Prediction | May 8, 2025 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Spatio-Temporal Graph Neural Network for Urban Spaces: Interpolating Citywide Traffic Volume | May 7, 2025 | Graph Neural Network | CodeCode Available | 0 |
| Piecewise Constant Spectral Graph Neural Network | May 7, 2025 | Graph Neural Network | CodeCode Available | 0 |
| GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype | May 6, 2025 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| GNN-enabled Precoding for Massive MIMO LEO Satellite Communications | May 6, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| STG: Spatiotemporal Graph Neural Network with Fusion and Spatiotemporal Decoupling Learning for Prognostic Prediction of Colorectal Cancer Liver Metastasis | May 6, 2025 | Contrastive Learninggraph construction | —Unverified | 0 |