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| 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 |