Kernel Graph Convolutional Neural Networks Oct 29, 2017 General Classification Graph Classification
Code Code Available 5 Kernel method for persistence diagrams via kernel embedding and weight factor Jun 12, 2017 Graph Classification Topological Data Analysis
Code Code Available 5 Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral Embedding Oct 28, 2023 Graph Classification Graph Embedding
Code Code Available 5 DAGPrompT: Pushing the Limits of Graph Prompting with a Distribution-aware Graph Prompt Tuning Approach Jan 25, 2025 General Knowledge Graph Classification
Code Code Available 5 Interpretable Sparsification of Brain Graphs: Better Practices and Effective Designs for Graph Neural Networks Jun 26, 2023 Graph Classification
Code Code Available 5 GNN-LoFI: a Novel Graph Neural Network through Localized Feature-based Histogram Intersection Jan 17, 2024 Graph Classification Graph Neural Network
Code Code Available 5 DAGCN: Dual Attention Graph Convolutional Networks Apr 4, 2019 General Classification Graph Classification
Code Code Available 5 IPC: A Benchmark Data Set for Learning with Graph-Structured Data May 15, 2019 Benchmarking Graph Classification
Code Code Available 5 Curvature-based Pooling within Graph Neural Networks Aug 31, 2023 Graph Classification
Code Code Available 5 InfoGain Wavelets: Furthering the Design of Diffusion Wavelets for Graph-Structured Data Apr 8, 2025 Graph Classification
Code Code Available 5 IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Jul 22, 2019 Classification General Classification
Code Code Available 5 Large Engagement Networks for Classifying Coordinated Campaigns and Organic Twitter Trends Mar 1, 2025 Classification Graph Classification
Code Code Available 5 Global Weisfeiler-Lehman Graph Kernels Mar 7, 2017 General Classification Graph Classification
Code Code Available 5 Graph Contrastive Learning with Implicit Augmentations Nov 7, 2022 Contrastive Learning Graph Classification
Code Code Available 5 Cross-Domain Few-Shot Graph Classification Jan 20, 2022 Classification Cross-Domain Few-Shot
Code Code Available 5 Cross-Context Backdoor Attacks against Graph Prompt Learning May 28, 2024 Backdoor Attack Computational Efficiency
Code Code Available 5 Improving Subgraph-GNNs via Edge-Level Ego-Network Encodings Dec 10, 2023 Graph Classification Graph Regression
Code Code Available 5 Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
Code Code Available 5 Counterfactual Explanations for Graph Classification Through the Lenses of Density Jul 27, 2023 counterfactual Counterfactual Explanation
Code Code Available 5 Geometric deep learning on graphs and manifolds using mixture model CNNs Nov 25, 2016 Deep Learning Document Classification
Code Code Available 5 Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing Aug 7, 2023 Generalization Bounds Graph Classification
Code Code Available 5 AutoGEL: An Automated Graph Neural Network with Explicit Link Information Dec 2, 2021 Graph Classification Graph Neural Network
Code Code Available 5 GraphDIVE: Graph Classification by Mixture of Diverse Experts Mar 21, 2021 Classification Graph Classification
Code Code Available 5 An Efficient Loop and Clique Coarsening Algorithm for Graph Classification Apr 18, 2024 Graph Classification Graph Representation Learning
Code Code Available 5 SimGNN: A Neural Network Approach to Fast Graph Similarity Computation Aug 16, 2018 Graph Classification Graph Neural Network
Code Code Available 5 An Experimental Study of the Transferability of Spectral Graph Networks Dec 18, 2020 Benchmarking General Classification
Code Code Available 5 ImageNet Classification with Deep Convolutional Neural Networks Dec 1, 2012 General Classification GPU
Code Code Available 5 Graph Filtration Learning May 27, 2019 General Classification Graph Classification
Code Code Available 5 DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph Classification
Code Code Available 5 Graph Fourier Transformer with Structure-Frequency Information Apr 28, 2025 Graph Classification Inductive Bias
Code Code Available 5 Graph Fuzzy System: Concepts, Models and Algorithms Oct 30, 2022 Graph Classification Graph Clustering
Code Code Available 5 Density-aware Walks for Coordinated Campaign Detection Jun 16, 2025 Graph Classification
Code Code Available 5 Identity Inference on Blockchain using Graph Neural Network Apr 14, 2021 Graph Classification Graph Mining
Code Code Available 5 Cooperative Classification and Rationalization for Graph Generalization Mar 10, 2024 Classification Graph Classification
Code Code Available 5 Generalized Simplicial Attention Neural Networks Sep 5, 2023 Graph Classification Imputation
Code Code Available 5 Learning-based Efficient Graph Similarity Computation via Multi-Scale Convolutional Set Matching Sep 10, 2018 Clustering Combinatorial Optimization
Code Code Available 5 Generalization Error of Graph Neural Networks in the Mean-field Regime Feb 10, 2024 Graph Classification
Code Code Available 5 A Unified Invariant Learning Framework for Graph Classification Jan 22, 2025 Classification Graph Classification
Code Code Available 5 Hyperparameter-free and Explainable Whole Graph Embedding Aug 4, 2021 Graph Classification Graph Embedding
Code Code Available 5 Graph isomorphism UNet Aug 23, 2023 Decoder Graph Classification
Code Code Available 5 Imbalanced Graph Classification with Multi-scale Oversampling Graph Neural Networks May 8, 2024 Graph Classification Graph Learning
Code Code Available 5 Improving the interpretability of GNN predictions through conformal-based graph sparsification Apr 18, 2024 Classification Graph Classification
Code Code Available 5 GEFL: Extended Filtration Learning for Graph Classification Jun 4, 2024 Classification Graph Classification
Code Code Available 5 Multi-scale Wasserstein Shortest-path Graph Kernels for Graph Classification Jun 2, 2022 Graph Classification
Code Code Available 5 AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification Mar 27, 2025 Diversity Drug Discovery
Code Code Available 5 Gaussian process regression with Sliced Wasserstein Weisfeiler-Lehman graph kernels Feb 6, 2024 Graph Classification Graph Regression
Code Code Available 5 Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
Code Code Available 5 Higher-Order Message Passing for Glycan Representation Learning Sep 20, 2024 Diversity Graph Classification
Code Code Available 5 How Curvature Enhance the Adaptation Power of Framelet GCNs Jul 19, 2023 Graph Classification Graph Neural Network
Code Code Available 5 Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs Dec 1, 2017 General Classification Graph Classification
Code Code Available 5 