| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| Deep Imitation Learning for Bimanual Robotic Manipulation | Oct 11, 2020 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 | 5 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks | Feb 9, 2024 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 | 5 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms | Nov 26, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Deep Graph Matching Consensus | Jan 27, 2020 | Entity AlignmentGraph Matching | CodeCode Available | 1 | 5 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations | Nov 1, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| DeepGate2: Functionality-Aware Circuit Representation Learning | May 25, 2023 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 | 5 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Deep Learning for Abstract Argumentation Semantics | Jul 15, 2020 | Abstract ArgumentationDeep Learning | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 | 5 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 | 5 |
| Graph Neural Network Based Coarse-Grained Mapping Prediction | Jun 24, 2020 | ClusteringGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction | Feb 28, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 | 5 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| DeepProtein: Deep Learning Library and Benchmark for Protein Sequence Learning | Oct 2, 2024 | Deep LearningDrug Discovery | CodeCode Available | 1 | 5 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Network for Large-Scale Network Localization | Oct 22, 2020 | Graph Neural Networkregression | CodeCode Available | 1 | 5 |
| Graph Neural Network for Traffic Forecasting: A Survey | Jan 27, 2021 | Demand ForecastingGraph Attention | CodeCode Available | 1 | 5 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 1 | 5 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting | Aug 16, 2023 | Graph Neural NetworkGraph Regression | CodeCode Available | 1 | 5 |
| Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport | Mar 20, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| Detecting Beneficial Feature Interactions for Recommender Systems | Aug 2, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Networks for Learning Real-Time Prices in Electricity Market | Jun 19, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 | 5 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference | Apr 13, 2023 | CPUGPU | CodeCode Available | 1 | 5 |
| Explaining machine-learned particle-flow reconstruction | Nov 24, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Differentiable Graph Module (DGM) for Graph Convolutional Networks | Feb 11, 2020 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 | 5 |
| A Locality-based Neural Solver for Optical Motion Capture | Sep 1, 2023 | Data AugmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 | 5 |
