Positional Encoding meets Persistent Homology on Graphs Jun 6, 2025 Graph Classification Graph Representation Learning
Code Code Available Structure-Aware Robustness Certificates for Graph Classification Jun 20, 2023 Classification Graph Classification
Code Code Available DisenSemi: Semi-supervised Graph Classification via Disentangled Representation Learning Jul 19, 2024 Classification Graph Classification
Code Code Available Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations Mar 24, 2025 Graph Classification
Code Code Available Density-aware Walks for Coordinated Campaign Detection Jun 16, 2025 Graph Classification
Code Code Available Propagation kernels: efficient graph kernels from propagated information Feb 1, 2019 Graph Classification
Code Code Available Provably Powerful Graph Networks May 27, 2019 Graph Classification Graph Learning
Code Code Available DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph Classification
Code Code Available Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization Mar 8, 2025 Graph Classification text-classification
Code Code Available Quadratic GCN for Graph Classification Apr 14, 2021 Classification General Classification
Code Code Available Structure-Enhanced Meta-Learning For Few-Shot Graph Classification Mar 5, 2021 Classification General Classification
Code Code Available Bayesian graph convolutional neural networks for semi-supervised classification Nov 27, 2018 Classification General Classification
Code Code Available A Persistent Weisfeiler–Lehman Procedure for Graph Classification Jun 9, 2019 Classification General Classification
Code Code Available Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing Mar 31, 2024 Graph Classification Knowledge Graph Completion
Code Code Available HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction Aug 7, 2019 Graph Attention Graph Classification
Code Code Available DEGREE: Decomposition Based Explanation For Graph Neural Networks May 22, 2023 Graph Classification Node Classification
Code Code Available A Gromov--Wasserstein Geometric View of Spectrum-Preserving Graph Coarsening Jun 15, 2023 Graph Classification regression
Code Code Available Learning Deep Graph Representations via Convolutional Neural Networks Apr 5, 2020 General Classification Graph Classification
Code Code Available Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees May 7, 2022 Graph Classification Node Classification
Code Code Available Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks May 17, 2024 Anomaly Detection Data Augmentation
Code Code Available Hard Label Black Box Node Injection Attack on Graph Neural Networks Nov 22, 2023 Classification Graph Classification
Code Code Available Randomized Schur Complement Views for Graph Contrastive Learning Jun 6, 2023 Contrastive Learning Graph Classification
Code Code Available Haar Graph Pooling Sep 25, 2019 General Classification Graph Classification
Code Code Available GSTAM: Efficient Graph Distillation with Structural Attention-Matching Aug 29, 2024 Classification Graph Classification
Code Code Available Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling Oct 24, 2019 Graph Classification Representation Learning
Code Code Available Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
Code Code Available Higher-Order Message Passing for Glycan Representation Learning Sep 20, 2024 Diversity Graph Classification
Code Code Available On the approximation capability of GNNs in node classification/regression tasks Jun 16, 2021 Clustering Graph Classification
Code Code Available Graph U-Nets May 11, 2019 Decoder General Classification
Code Code Available Graph Triple Attention Network: A Decoupled Perspective Aug 14, 2024 Attribute Graph Classification
Code Code Available Decimated Framelet System on Graphs and Fast G-Framelet Transforms Dec 12, 2020 Graph Classification Graph Representation Learning
Code Code Available How Curvature Enhance the Adaptation Power of Framelet GCNs Jul 19, 2023 Graph Classification Graph Neural Network
Code Code Available Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets May 4, 2025 Graph Classification text-classification
Code Code Available Graph Style Transfer for Counterfactual Explainability May 23, 2025 counterfactual Counterfactual Explanation
Code Code Available Graph Star Net for Generalized Multi-Task Learning Jun 21, 2019 Classification General Classification
Code Code Available Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs Dec 1, 2017 General Classification Graph Classification
Code Code Available HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure Sep 28, 2022 counterfactual Graph Classification
Code Code Available Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Feb 22, 2025 Computational Efficiency Graph Classification
Code Code Available Hyperparameter-free and Explainable Whole Graph Embedding Aug 4, 2021 Graph Classification Graph Embedding
Code Code Available Graph Representation Learning via Hard and Channel-Wise Attention Networks Jul 5, 2019 Graph Attention Graph Classification
Code Code Available Identity Inference on Blockchain using Graph Neural Network Apr 14, 2021 Graph Classification Graph Mining
Code Code Available AutoGEL: An Automated Graph Neural Network with Explicit Link Information Dec 2, 2021 Graph Classification Graph Neural Network
Code Code Available DDGK: Learning Graph Representations for Deep Divergence Graph Kernels Apr 21, 2019 Feature Engineering Graph Attention
Code Code Available ImageNet Classification with Deep Convolutional Neural Networks Dec 1, 2012 General Classification GPU
Code Code Available Generalizing Downsampling from Regular Data to Graphs Aug 6, 2022 Graph Classification Representation Learning
Code Code Available Imbalanced Graph Classification with Multi-scale Oversampling Graph Neural Networks May 8, 2024 Graph Classification Graph Learning
Code Code Available Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-Smoothing Aug 7, 2023 Generalization Bounds Graph Classification
Code Code Available Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
Code Code Available Graph Perceiver IO: A General Architecture for Graph Structured Data Sep 14, 2022 Graph Classification Link Prediction
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