| Enhancing Missing Data Imputation through Combined Bipartite Graph and Complete Directed Graph | Nov 7, 2024 | Graph Neural NetworkImputation | —Unverified | 0 | 0 |
| Enhancing material property prediction with ensemble deep graph convolutional networks | Jul 26, 2024 | Band GapFormation Energy | —Unverified | 0 | 0 |
| Explainable AI for Fraud Detection: An Attention-Based Ensemble of CNNs, GNNs, and A Confidence-Driven Gating Mechanism | Oct 1, 2024 | Fraud DetectionGraph Neural Network | —Unverified | 0 | 0 |
| Enhancing High-Energy Particle Physics Collision Analysis through Graph Data Attribution Techniques | Jul 20, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| An In-depth Summary of Recent Artificial Intelligence Applications in Drug Design | Oct 10, 2021 | Drug DesignGenerative Adversarial Network | —Unverified | 0 | 0 |
| Adversarial Attacks on Graph Neural Networks based Spatial Resource Management in P2P Wireless Communications | Dec 13, 2023 | CPUGraph Neural Network | —Unverified | 0 | 0 |
| Accurate Prediction of Free Solvation Energy of Organic Molecules via Graph Attention Network and Message Passing Neural Network from Pairwise Atomistic Interactions | Apr 15, 2021 | Graph AttentionGraph Neural Network | —Unverified | 0 | 0 |
| ChemGraph: An Agentic Framework for Computational Chemistry Workflows | Jun 3, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 | 0 |
| Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis | Oct 11, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| CHARME: A chain-based reinforcement learning approach for the minor embedding problem | Jun 11, 2024 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 | 0 |
| Enhancing Federated Graph Learning via Adaptive Fusion of Structural and Node Characteristics | Dec 25, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks | Oct 13, 2020 | Document SummarizationExtractive Summarization | —Unverified | 0 | 0 |
| An Implicit GNN Solver for Poisson-like problems | Feb 6, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Enhanced sampling of Crystal Nucleation with Graph Representation Learnt Variables | Oct 11, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Characterizing and Understanding Distributed GNN Training on GPUs | Apr 18, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| Angle Based Feature Learning in GNN for 3D Object Detection using Point Cloud | Aug 2, 2021 | 3D Object DetectionGraph Neural Network | —Unverified | 0 | 0 |
| Energy-based Epistemic Uncertainty for Graph Neural Networks | Jun 6, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| End-to-end Wind Turbine Wake Modelling with Deep Graph Representation Learning | Nov 24, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 | 0 |
| Chainlet Orbits: Topological Address Embedding for the Bitcoin Blockchain | May 18, 2023 | Graph Neural NetworkNode Classification | —Unverified | 0 | 0 |
| End-to-end multi-particle reconstruction in high occupancy imaging calorimeters with graph neural networks | Apr 4, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| End-to-End Mesh Optimization of a Hybrid Deep Learning Black-Box PDE Solver | Apr 17, 2024 | Deep LearningGraph Neural Network | —Unverified | 0 | 0 |
| CGNN: Traffic Classification with Graph Neural Network | Oct 19, 2021 | ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| End-to-end Deformable Attention Graph Neural Network for Single-view Liver Mesh Reconstruction | Mar 13, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| CF-GO-Net: A Universal Distribution Learner via Characteristic Function Networks with Graph Optimizers | Sep 19, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| An Extendible, Graph-Neural-Network-Based Approach for Accurate Force Field Development of Large Flexible Organic Molecules | Jun 2, 2021 | Graph Neural Network | —Unverified | 0 | 0 |
| Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection | Jan 27, 2021 | Active LearningArticles | —Unverified | 0 | 0 |
| Accurate, Low-latency, Efficient SAR Automatic Target Recognition on FPGA | Jan 4, 2023 | CPUGPU | —Unverified | 0 | 0 |
| Empowering Graph Representation Learning with Paired Training and Graph Co-Attention | Sep 25, 2019 | Graph ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| GraphSCENE: On-Demand Critical Scenario Generation for Autonomous Vehicles in Simulation | Oct 17, 2024 | Autonomous VehiclesGraph Neural Network | —Unverified | 0 | 0 |
| Employing Graph Representations for Cell-level Characterization of Melanoma MELC Samples | Nov 10, 2022 | ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| An Exploratory Study of Stock Price Movements from Earnings Calls | Jan 31, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| Embedding Symbolic Temporal Knowledge into Deep Sequential Models | Jan 28, 2021 | Action RecognitionActivity Recognition | —Unverified | 0 | 0 |
| Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes | Jun 11, 2024 | Data IntegrationGraph Neural Network | —Unverified | 0 | 0 |
| EL-MLFFs: Ensemble Learning of Machine Leaning Force Fields | Mar 26, 2024 | Atomic ForcesEnsemble Learning | —Unverified | 0 | 0 |
| CensNet: Convolution with Edge-Node Switching in Graph Neural Networks | Aug 10, 2019 | Graph ClassificationGraph Embedding | —Unverified | 0 | 0 |
| An Exploitation of Heterogeneous Graph Neural Network for Extractive Long Document Summarization | Jan 16, 2022 | Document SummarizationExtractive Document Summarization | —Unverified | 0 | 0 |
| Advancing Molecular Machine Learning Representations with Stereoelectronics-Infused Molecular Graphs | Aug 8, 2024 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 | 0 |
| EGraFFBench: Evaluation of Equivariant Graph Neural Network Force Fields for Atomistic Simulations | Oct 3, 2023 | Atomic ForcesBenchmarking | —Unverified | 0 | 0 |
| Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials | Jan 10, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 | 0 |
| Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach | Nov 6, 2022 | Decision MakingGraph Attention | —Unverified | 0 | 0 |
| Enhancing Worker Recruitment in Collaborative Mobile Crowdsourcing: A Graph Neural Network Trust Evaluation Approach | Jun 7, 2023 | Edge-computingGraph Neural Network | —Unverified | 0 | 0 |
| Causal Lifting and Link Prediction | Feb 2, 2023 | Graph Neural NetworkKnowledge Base Completion | —Unverified | 0 | 0 |
| Efficient Network Representation for GNN-based Intrusion Detection | Sep 11, 2023 | Graph Neural NetworkIntrusion Detection | —Unverified | 0 | 0 |
| Efficient Low-Rank GNN Defense Against Structural Attacks | Sep 18, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 | 0 |
| An Experimental Comparison of Partitioning Strategies for Distributed Graph Neural Network Training | Aug 29, 2023 | Graph Neural Networkgraph partitioning | —Unverified | 0 | 0 |
| Advancing Heatwave Forecasting via Distribution Informed-Graph Neural Networks (DI-GNNs): Integrating Extreme Value Theory with GNNs | Nov 20, 2024 | Feature EngineeringGraph Neural Network | —Unverified | 0 | 0 |
| Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations | Jun 5, 2025 | Graph Neural Network | —Unverified | 0 | 0 |
| Parkinson's Disease Detection from Resting State EEG using Multi-Head Graph Structure Learning with Gradient Weighted Graph Attention Explanations | Aug 1, 2024 | Contrastive LearningEEG | —Unverified | 0 | 0 |
| Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations | Jun 27, 2024 | Emotion RecognitionEmotion Recognition in Conversation | —Unverified | 0 | 0 |