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| End-to-End Mesh Optimization of a Hybrid Deep Learning Black-Box PDE Solver | Apr 17, 2024 | Deep LearningGraph Neural Network | —Unverified | 0 |
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| Dynamic Edge Weights in Graph Neural Networks for 3D Object Detection | Sep 17, 2020 | 3D Object DetectionAutonomous Vehicles | —Unverified | 0 |
| Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations | Jun 5, 2025 | Graph Neural Network | —Unverified | 0 |
| End-to-end Wind Turbine Wake Modelling with Deep Graph Representation Learning | Nov 24, 2022 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Energy-based Epistemic Uncertainty for Graph Neural Networks | Jun 6, 2024 | Graph Neural Network | —Unverified | 0 |
| Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation | Nov 14, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| BS-GAT Behavior Similarity Based Graph Attention Network for Network Intrusion Detection | Apr 7, 2023 | Graph Attentiongraph construction | —Unverified | 0 |
| Dynamically Local-Enhancement Planner for Large-Scale Autonomous Driving | Feb 28, 2025 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Characterizing and Understanding Distributed GNN Training on GPUs | Apr 18, 2022 | Graph Neural Network | —Unverified | 0 |
| Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks | Oct 13, 2020 | Document SummarizationExtractive Summarization | —Unverified | 0 |
| Enhancing Federated Graph Learning via Adaptive Fusion of Structural and Node Characteristics | Dec 25, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis | Oct 11, 2024 | Graph Neural Network | —Unverified | 0 |
| CHARME: A chain-based reinforcement learning approach for the minor embedding problem | Jun 11, 2024 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction | Dec 15, 2023 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| CDFGNN: a Systematic Design of Cache-based Distributed Full-Batch Graph Neural Network Training with Communication Reduction | Aug 1, 2024 | Graph Neural NetworkQuantization | —Unverified | 0 |
| GAIN: Graph Attention & Interaction Network for Inductive Semi-Supervised Learning over Large-scale Graphs | Nov 3, 2020 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Enhancing High-Energy Particle Physics Collision Analysis through Graph Data Attribution Techniques | Jul 20, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| GDBN: a Graph Neural Network Approach to Dynamic Bayesian Network | Jan 28, 2023 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Generation is better than Modification: Combating High Class Homophily Variance in Graph Anomaly Detection | Mar 15, 2024 | Anomaly DetectionGraph Anomaly Detection | —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 |
| Enhancing Missing Data Imputation through Combined Bipartite Graph and Complete Directed Graph | Nov 7, 2024 | Graph Neural NetworkImputation | —Unverified | 0 |
| DVHGNN: Multi-Scale Dilated Vision HGNN for Efficient Vision Recognition | Jan 1, 2025 | graph constructionGraph Neural Network | —Unverified | 0 |
| Bridging the Fairness Divide: Achieving Group and Individual Fairness in Graph Neural Networks | Apr 26, 2024 | Drug DiscoveryFairness | —Unverified | 0 |