Graphon based Clustering and Testing of Networks: Algorithms and Theory Oct 6, 2021 Classification Clustering
Code Code Available Improving Subgraph-GNNs via Edge-Level Ego-Network Encodings Dec 10, 2023 Graph Classification Graph Regression
Code Code Available Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels May 30, 2019 Graph Classification
Code Code Available Graph Neural Networks with Parallel Neighborhood Aggregations for Graph Classification Nov 22, 2021 Classification Graph Classification
Code Code Available Improving the interpretability of GNN predictions through conformal-based graph sparsification Apr 18, 2024 Classification Graph Classification
Code Code Available Data-Driven Learning of Geometric Scattering Networks Oct 6, 2020 Descriptive Graph Classification
Code Code Available Incorporating Heterophily into Graph Neural Networks for Graph Classification Mar 15, 2022 Classification Graph Classification
Code Code Available Reinforced Continual Learning for Graphs Sep 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available Supervised Community Detection with Line Graph Neural Networks May 23, 2017 Community Detection Graph Classification
Code Code Available Relational Pooling for Graph Representations Mar 6, 2019 General Classification Graph Classification
Code Code Available Graph Neural Networks with convolutional ARMA filters Jan 5, 2019 Classification General Classification
Code Code Available Graph Neural Networks Use Graphs When They Shouldn't Sep 8, 2023 Graph Classification
Code Code Available Verifying message-passing neural networks via topology-based bounds tightening Feb 21, 2024 Graph Classification
Code Code Available InfoGain Wavelets: Furthering the Design of Diffusion Wavelets for Graph-Structured Data Apr 8, 2025 Graph Classification
Code Code Available Relation order histograms as a network embedding tool Jun 9, 2021 GPU Graph Classification
Code Code Available GraphMAD: Graph Mixup for Data Augmentation using Data-Driven Convex Clustering Oct 27, 2022 Clustering Data Augmentation
Code Code Available Understanding Attention and Generalization in Graph Neural Networks May 8, 2019 Graph Classification
Code Code Available A Novel Higher-order Weisfeiler-Lehman Graph Convolution Jul 1, 2020 Graph Classification
Code Code Available Interpretable Sparsification of Brain Graphs: Better Practices and Effective Designs for Graph Neural Networks Jun 26, 2023 Graph Classification
Code Code Available Network Classification Based Structural Analysis of Real Networks and their Model-Generated Counterparts Oct 19, 2018 BIG-bench Machine Learning Graph Classification
Code Code Available 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 Rep the Set: Neural Networks for Learning Set Representations Apr 3, 2019 General Classification Graph Classification
Code Code Available Residual Gated Graph ConvNets Nov 20, 2017 Clustering General Classification
Code Code Available IPC: A Benchmark Data Set for Learning with Graph-Structured Data May 15, 2019 Benchmarking Graph Classification
Code Code Available Task-Agnostic Graph Neural Network Evaluation via Adversarial Collaboration Jan 27, 2023 Benchmarking Graph Classification
Code Code Available Rethinking Kernel Methods for Node Representation Learning on Graphs Oct 6, 2019 Classification General Classification
Code Code Available Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNs Jul 6, 2024 Benchmarking Dataset Generation
Code Code Available IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Jul 22, 2019 Classification General Classification
Code Code Available Template based Graph Neural Network with Optimal Transport Distances May 31, 2022 Graph Classification Graph Matching
Code Code Available Rethinking the Item Order in Session-based Recommendation with Graph Neural Networks Nov 27, 2019 Graph Classification Recommendation Systems
Code Code Available Understanding Isomorphism Bias in Graph Data Sets Oct 26, 2019 General Classification Graph Classification
Code Code Available Multi-scale Wasserstein Shortest-path Graph Kernels for Graph Classification Jun 2, 2022 Graph Classification
Code Code Available Graph Kernels Based on Linear Patterns: Theoretical and Experimental Comparisons Mar 1, 2019 BIG-bench Machine Learning Graph Classification
Code Code Available Tensor-Fused Multi-View Graph Contrastive Learning Oct 20, 2024 Contrastive Learning Graph Classification
Code Code Available Kernel Graph Convolutional Neural Networks Oct 29, 2017 General Classification Graph Classification
Code Code Available Kernel method for persistence diagrams via kernel embedding and weight factor Jun 12, 2017 Graph Classification Topological Data Analysis
Code Code Available Tensor-view Topological Graph Neural Network Jan 22, 2024 Graph Classification Graph Learning
Code Code Available k-hop Graph Neural Networks Jul 13, 2019 General Classification Graph Classification
Code Code Available Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Oct 30, 2020 General Classification Graph Classification
Code Code Available Addressing the Scarcity of Benchmarks for Graph XAI May 18, 2025 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available DAGCN: Dual Attention Graph Convolutional Networks Apr 4, 2019 General Classification Graph Classification
Code Code Available Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning Sep 22, 2019 Decoder Graph Classification
Code Code Available Graph isomorphism UNet Aug 23, 2023 Decoder Graph Classification
Code Code Available PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures Apr 20, 2019 Graph Classification Topological Data Analysis
Code Code Available The GECo algorithm for Graph Neural Networks Explanation Nov 18, 2024 Graph Classification
Code Code Available An explainability framework for cortical surface-based deep learning Mar 15, 2022 Anatomy Deep Learning
Code Code Available Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral Embedding Oct 28, 2023 Graph Classification Graph Embedding
Code Code Available Large Engagement Networks for Classifying Coordinated Campaigns and Organic Twitter Trends Mar 1, 2025 Classification Graph Classification
Code Code Available LCS Graph Kernel Based on Wasserstein Distance in Longest Common Subsequence Metric Space Dec 7, 2020 Graph Classification Graph Learning
Code Code Available A Canonicalization Perspective on Invariant and Equivariant Learning May 28, 2024 Graph Classification Graph Embedding
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