| FairEGM: Fair Link Prediction and Recommendation via Emulated Graph Modification | Jan 27, 2022 | FairnessGraph Neural Network | —Unverified | 0 |
| Fairness Through Domain Awareness: Mitigating Popularity Bias For Music Discovery | Aug 28, 2023 | FairnessGraph Neural Network | —Unverified | 0 |
| FairNorm: Fair and Fast Graph Neural Network Training | May 20, 2022 | FairnessGraph Neural Network | —Unverified | 0 |
| Faithful and Consistent Graph Neural Network Explanations with Rationale Alignment | Jan 7, 2023 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Fake News Quick Detection on Dynamic Heterogeneous Information Networks | May 14, 2022 | ArticlesGraph Neural Network | —Unverified | 0 |
| Fast and Accurate Antibody Sequence Design via Structure Retrieval | Feb 11, 2025 | Graph Neural NetworkProtein Design | —Unverified | 0 |
| Fast and Deep Graph Neural Networks | Nov 20, 2019 | Graph Neural Network | —Unverified | 0 |
| Fast Cell Library Characterization for Design Technology Co-Optimization Based on Graph Neural Networks | Dec 20, 2023 | Graph Neural Network | —Unverified | 0 |
| FastCHGNet: Training one Universal Interatomic Potential to 1.5 Hours with 32 GPUs | Dec 30, 2024 | GPUGraph Neural Network | —Unverified | 0 |
| GLSearch: Maximum Common Subgraph Detection via Learning to Search | Feb 8, 2020 | Cloud ComputingGraph Embedding | —Unverified | 0 |
| Fast instance-specific algorithm configuration with graph neural network | Jan 20, 2025 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks | May 2, 2021 | Graph Neural NetworkMeta-Learning | —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 |
| Fast Simulation of Particulate Suspensions Enabled by Graph Neural Network | Jun 17, 2022 | Computational EfficiencyGPU | —Unverified | 0 |
| Fast State-Augmented Learning for Wireless Resource Allocation with Dual Variable Regression | Jun 23, 2025 | Graph Neural Network | —Unverified | 0 |
| Late Breaking Results: Fast System Technology Co-Optimization Framework for Emerging Technology Based on Graph Neural Networks | Apr 10, 2024 | Graph Neural Network | —Unverified | 0 |
| Fast Training of Sparse Graph Neural Networks on Dense Hardware | Jun 27, 2019 | Graph Neural Network | —Unverified | 0 |
| Fault Detection in Telecom Networks using Bi-level Federated Graph Neural Networks | Nov 24, 2023 | Anomaly DetectionFault Detection | —Unverified | 0 |
| Marked Neural Spatio-Temporal Point Process Involving a Dynamic Graph Neural Network | Jun 7, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems | Aug 26, 2020 | CPUGPU | —Unverified | 0 |
| Federated Dynamic GNN with Secure Aggregation | Sep 15, 2020 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Federated Graph Learning for EV Charging Demand Forecasting with Personalization Against Cyberattacks | Apr 30, 2024 | Demand ForecastingFederated Learning | —Unverified | 0 |
| Federated Heterogeneous Graph Neural Network for Privacy-preserving Recommendation | Oct 18, 2023 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Federated Incomplete Multi-View Clustering with Heterogeneous Graph Neural Networks | Jun 12, 2024 | ClusteringGraph Neural Network | —Unverified | 0 |
| Federated Social Recommendation with Graph Neural Network | Nov 21, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation | Feb 9, 2021 | Federated LearningGraph Neural Network | —Unverified | 0 |
| Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control | May 27, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| Few-Shot Causal Representation Learning for Out-of-Distribution Generalization on Heterogeneous Graphs | Jan 7, 2024 | Few-Shot LearningGraph Neural Network | —Unverified | 0 |
| Few-shot fault diagnosis based on multi-scale graph convolution filtering for industry | May 30, 2024 | Fault DiagnosisFew-Shot Learning | —Unverified | 0 |
| Few-Shot Graph Out-of-Distribution Detection with LLMs | Mar 28, 2025 | Graph Neural NetworkInformativeness | —Unverified | 0 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs | Jan 1, 2020 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Few-Shot Semantic Relation Prediction across Heterogeneous Graphs | Jul 11, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Few-Shot Text Classification with Edge-Labeling Graph Neural Network-Based Prototypical Network | Dec 1, 2020 | Few-Shot Text ClassificationGraph Neural Network | —Unverified | 0 |
| Tracklets Predicting Based Adaptive Graph Tracking | Oct 18, 2020 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| E(3)-equivariant models cannot learn chirality: Field-based molecular generation | Feb 24, 2024 | BenchmarkingGraph Neural Network | —Unverified | 0 |
| FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models | Jun 13, 2025 | Graph Neural Network | —Unverified | 0 |
| Financial Default Prediction via Motif-preserving Graph Neural Network with Curriculum Learning | Mar 11, 2024 | Binary ClassificationGraph Neural Network | —Unverified | 0 |
| Finding Diverse and Predictable Subgraphs for Graph Domain Generalization | Jun 19, 2022 | Domain GeneralizationGraph Neural Network | —Unverified | 0 |
| Finding Influencers in Complex Networks: An Effective Deep Reinforcement Learning Approach | Sep 9, 2023 | DecoderDeep Reinforcement Learning | —Unverified | 0 |
| FINETUNA: Fine-tuning Accelerated Molecular Simulations | May 2, 2022 | Active LearningGraph Neural Network | —Unverified | 0 |
| Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network | Apr 20, 2020 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis | Mar 12, 2025 | DiagnosticGraph Neural Network | —Unverified | 0 |
| First-order PDES for Graph Neural Networks: Advection And Burgers Equation Models | Apr 3, 2024 | Graph Neural Network | —Unverified | 0 |
| FJMP: Factorized Joint Multi-Agent Motion Prediction over Learned Directed Acyclic Interaction Graphs | Nov 27, 2022 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| Flaky Performances when Pretraining on Relational Databases | Nov 9, 2022 | Graph Neural NetworkLinear evaluation | —Unverified | 0 |
| Flexible ViG: Learning the Self-Saliency for Flexible Object Recognition | Jun 6, 2024 | Graph Neural NetworkObject Recognition | —Unverified | 0 |
| FMGNN: Fused Manifold Graph Neural Network | Apr 3, 2023 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| ForceNet: A Graph Neural Network for Large-Scale Quantum Chemistry Simulation | Jan 1, 2021 | Atomic ForcesGraph Neural Network | —Unverified | 0 |
| ForceNet: A Graph Neural Network for Large-Scale Quantum Calculations | Mar 2, 2021 | Atomic ForcesComputational Efficiency | —Unverified | 0 |
| Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks | Nov 21, 2022 | Graph Neural NetworkInductive Bias | —Unverified | 0 |