Anonymous Walk Embeddings May 30, 2018 General Classification Graph Classification
Code Code Available GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available A Graph is Worth K Words: Euclideanizing Graph using Pure Transformer Feb 4, 2024 Decoder Graph Classification
Code Code Available Recurrent Distance Filtering for Graph Representation Learning Dec 3, 2023 Graph Classification Graph Representation Learning
Code Code Available Reinforced Causal Explainer for Graph Neural Networks Apr 23, 2022 Graph Classification
Code Code Available Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available Segmented Graph-Bert for Graph Instance Modeling Feb 9, 2020 Graph Classification Representation Learning
Code Code Available Semi-Supervised Classification with Graph Convolutional Networks Sep 9, 2016 Document Classification Drug Discovery
Code Code Available Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification Mar 23, 2022 Graph Classification Hyperspectral Image Classification
Code Code Available Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available Simplifying Subgraph Representation Learning for Scalable Link Prediction Jan 29, 2023 Graph Classification Graph Learning
Code Code Available SizeShiftReg: a Regularization Method for Improving Size-Generalization in Graph Neural Networks Jul 16, 2022 Graph Classification
Code Code Available FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Aug 28, 2023 Collaborative Filtering Graph Classification
Code Code Available Variational Recurrent Neural Networks for Graph Classification Feb 7, 2019 Classification General Classification
Code Code Available DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Structural Entropy Guided Graph Hierarchical Pooling Jun 26, 2022 Classification global-optimization
Code Code Available SimMLP: Training MLPs on Graphs without Supervision Feb 14, 2024 Fraud Detection Graph Classification
Code Code Available Structure-Feature based Graph Self-adaptive Pooling Jan 30, 2020 Graph Classification
Code Code Available Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Apr 15, 2022 Graph Classification Graph Generation
Code Code Available Inference Attacks Against Graph Neural Networks Oct 6, 2021 Graph Classification Graph Embedding
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available Transforming PageRank into an Infinite-Depth Graph Neural Network Jul 1, 2022 Graph Classification Graph Neural Network
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks Oct 4, 2022 Graph Classification
Code Code Available Parameterized Hypercomplex Graph Neural Networks for Graph Classification Mar 30, 2021 Classification General Classification
Code Code Available Graph2Graph Learning with Conditional Autoregressive Models Jun 6, 2021 Graph Classification Graph Learning
— Unverified A Comparison of Graph Neural Networks for Malware Classification Mar 22, 2023 Classification Graph Classification
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— Unverified Gradient Inversion Attack on Graph Neural Networks Nov 29, 2024 Federated Learning Graph Classification
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— Unverified Graph Adversarial Self-Supervised Learning Dec 1, 2021 Graph Classification Self-Supervised Learning
— Unverified A Semantic and Clean-label Backdoor Attack against Graph Convolutional Networks Mar 19, 2025 Backdoor Attack Graph Classification
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— Unverified GQWformer: A Quantum-based Transformer for Graph Representation Learning Dec 3, 2024 Graph Classification Graph Representation Learning
— Unverified ENADPool: The Edge-Node Attention-based Differentiable Pooling for Graph Neural Networks May 16, 2024 Graph Classification
— Unverified Empowering Graph Representation Learning with Paired Training and Graph Co-Attention Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified EMP: Effective Multidimensional Persistence for Graph Representation Learning Jan 24, 2024 Graph Classification Graph Representation Learning
— Unverified Ego-based Entropy Measures for Structural Representations on Graphs Feb 17, 2021 Graph Classification
— Unverified CiliaGraph: Enabling Expression-enhanced Hyper-Dimensional Computation in Ultra-Lightweight and One-Shot Graph Classification on Edge May 29, 2024 Computational Efficiency Graph Classification
— Unverified Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Sep 29, 2022 Anomaly Detection Graph Anomaly Detection
— Unverified Enhancing High-Energy Particle Physics Collision Analysis through Graph Data Attribution Techniques Jul 20, 2024 Graph Classification Graph Neural Network
— Unverified Classification by Attention: Scene Graph Classification with Prior Knowledge Nov 19, 2020 Classification General Classification
— Unverified EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost Jun 2, 2023 Data Augmentation Graph Classification
— Unverified Ego-based Entropy Measures for Structural Representations Mar 1, 2020 General Classification Graph Classification
— Unverified 