Learnable Hypergraph Laplacian for Hypergraph Learning Jun 10, 2021 Graph Classification Node Classification
Code Code Available Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available An Experimental Study of the Transferability of Spectral Graph Networks Dec 18, 2020 Benchmarking General Classification
Code Code Available The PWLR Graph Representation: A Persistent Weisfeiler-Lehman scheme with Random Walks for Graph Classification Aug 29, 2022 Graph Classification
Code Code Available A Unified Invariant Learning Framework for Graph Classification Jan 22, 2025 Classification Graph Classification
Code Code Available Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classification Jan 18, 2024 Data Augmentation Graph Classification
Code Code Available Learning Convolutional Neural Networks for Graphs May 17, 2016 Graph Classification
Code Code Available Graph Fuzzy System: Concepts, Models and Algorithms Oct 30, 2022 Graph Classification Graph Clustering
Code Code Available TopoGCL: Topological Graph Contrastive Learning Jun 25, 2024 Contrastive Learning Graph Classification
Code Code Available Learning Graph-Level Representations with Recurrent Neural Networks May 20, 2018 General Classification Graph Classification
Code Code Available Topological Pooling on Graphs Mar 25, 2023 Anomaly Detection Graph Classification
Code Code Available Graph Fourier Transformer with Structure-Frequency Information Apr 28, 2025 Graph Classification Inductive Bias
Code Code Available Scalable Graph Generative Modeling via Substructure Sequences May 22, 2025 Graph Classification Graph Learning
Code Code Available Graph Filtration Learning May 27, 2019 General Classification Graph Classification
Code Code Available AugWard: Augmentation-Aware Representation Learning for Accurate Graph Classification Mar 27, 2025 Diversity Drug Discovery
Code Code Available Learning Parametrised Graph Shift Operators Jan 25, 2021 Graph Classification Graph Neural Network
Code Code Available SimGNN: A Neural Network Approach to Fast Graph Similarity Computation Aug 16, 2018 Graph Classification Graph Neural Network
Code Code Available Learning subtree pattern importance for Weisfeiler-Lehmanbased graph kernels Jun 8, 2021 Graph Classification
Code Code Available Learning the mechanisms of network growth Mar 31, 2024 Graph Classification Model Selection
Code Code Available An End-to-End Deep Learning Architecture for Graph Classification Apr 29, 2018 Deep Learning General Classification
Code Code Available Learning Tree-Structured Composition of Data Augmentation Aug 26, 2024 Contrastive Learning Data Augmentation
Code Code Available Learning Universal Adversarial Perturbations with Generative Models Aug 17, 2017 Graph Classification
Code Code Available Analysis and Approximate Inference of Large Random Kronecker Graphs Jun 14, 2023 Graph Classification Recommendation Systems
Code Code Available Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification Feb 17, 2023 Graph Classification Graph structure learning
Code Code Available GraphDIVE: Graph Classification by Mixture of Diverse Experts Mar 21, 2021 Classification Graph Classification
Code Code Available Second-Order Global Attention Networks for Graph Classification and Regression Aug 27, 2022 Classification Graph Classification
Code Code Available LightGCN: Evaluated and Enhanced Dec 17, 2023 Graph Classification Graph Representation Learning
Code Code Available Graph Convolutional Networks with EigenPooling Apr 30, 2019 Classification General Classification
Code Code Available Graph Contrastive Learning with Implicit Augmentations Nov 7, 2022 Contrastive Learning Graph Classification
Code Code Available Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning Dec 23, 2024 Graph Classification Graph Representation Learning
Code Code Available Curvature-based Pooling within Graph Neural Networks Aug 31, 2023 Graph Classification
Code Code Available Graph Classification with GNNs: Optimisation, Representation and Inductive Bias Aug 17, 2024 Graph Classification Inductive Bias
Code Code Available Graph Classification using Structural Attention Jul 19, 2018 Classification General Classification
Code Code Available SEGA: Structural Entropy Guided Anchor View for Graph Contrastive Learning May 8, 2023 Contrastive Learning Graph Classification
Code Code Available Cross-Domain Few-Shot Graph Classification Jan 20, 2022 Classification Cross-Domain Few-Shot
Code Code Available Graph Capsule Convolutional Neural Networks May 21, 2018 Deep Learning General Classification
Code Code Available GraphAttacker: A General Multi-Task GraphAttack Framework Jan 18, 2021 General Classification Generative Adversarial Network
Code Code Available Self-Attention Graph Pooling Apr 17, 2019 Graph Classification
Code Code Available GraphATC: advancing multilevel and multi-label anatomical therapeutic chemical classification via atom-level graph learning Apr 26, 2025 Drug ATC Classification Graph Classification
Code Code Available Self-pruning Graph Neural Network for Predicting Inflammatory Disease Activity in Multiple Sclerosis from Brain MR Images Aug 31, 2023 Activity Prediction Graph Classification
Code Code Available GraKeL: A Graph Kernel Library in Python Jun 6, 2018 Clustering General Classification
Code Code Available GNN-LoFI: a Novel Graph Neural Network through Localized Feature-based Histogram Intersection Jan 17, 2024 Graph Classification Graph Neural Network
Code Code Available Conditional Distribution Learning on Graphs Nov 20, 2024 Contrastive Learning Data Augmentation
Code Code Available Self-Supervised Graph Representation Learning via Topology Transformations May 25, 2021 Graph Classification Graph Representation Learning
Code Code Available Wasserstein Graph Distance Based on L_1-Approximated Tree Edit Distance between Weisfeiler-Lehman Subtrees Jul 9, 2022 Graph Classification Graph Embedding
Code Code Available AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism Oct 1, 2019 General Classification Graph Classification
Code Code Available Global Weisfeiler-Lehman Graph Kernels Mar 7, 2017 General Classification Graph Classification
Code Code Available Cross-Context Backdoor Attacks against Graph Prompt Learning May 28, 2024 Backdoor Attack Computational Efficiency
Code Code Available Counterfactual Explanations for Graph Classification Through the Lenses of Density Jul 27, 2023 counterfactual Counterfactual Explanation
Code Code Available Geometric deep learning on graphs and manifolds using mixture model CNNs Nov 25, 2016 Deep Learning Document Classification
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