On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing Oct 6, 2022 Code Classification Data Augmentation
Code Code Available Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available Graph Classification via Discriminative Edge Feature Learning Oct 5, 2022 Classification Graph Classification
— Unverified Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks Oct 4, 2022 Graph Classification
Code Code Available Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Sep 29, 2022 Anomaly Detection Graph Anomaly Detection
— Unverified Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure Sep 28, 2022 counterfactual Graph Classification
Code Code Available A Multi-scale Graph Signature for Persistence Diagrams based on Return Probabilities of Random Walks Sep 28, 2022 Graph Classification
— Unverified Joint Reconstruction and Parcellation of Cortical Surfaces Sep 19, 2022 3D Reconstruction Graph Classification
— Unverified SPGP: Structure Prototype Guided Graph Pooling Sep 16, 2022 Graph Classification Graph Learning
— Unverified Cell Attention Networks Sep 16, 2022 Graph Attention Graph Classification
Code Code Available Graph Contrastive Learning with Cross-view Reconstruction Sep 16, 2022 Contrastive Learning Disentanglement
— Unverified Explainability in subgraphs-enhanced Graph Neural Networks Sep 16, 2022 Graph Classification
Code Code Available Graph Perceiver IO: A General Architecture for Graph Structured Data Sep 14, 2022 Graph Classification Link Prediction
Code Code Available Defending Against Backdoor Attack on Graph Nerual Network by Explainability Sep 7, 2022 Backdoor Attack Graph Classification
— Unverified Reinforced Continual Learning for Graphs Sep 4, 2022 class-incremental learning Class Incremental Learning
Code Code Available Higher-order Clustering and Pooling for Graph Neural Networks Sep 2, 2022 Clustering Graph Classification
Code Code Available A Class-Aware Representation Refinement Framework for Graph Classification Sep 2, 2022 Classification Graph Classification
— Unverified The PWLR Graph Representation: A Persistent Weisfeiler-Lehman scheme with Random Walks for Graph Classification Aug 29, 2022 Graph Classification
Code Code Available Second-Order Global Attention Networks for Graph Classification and Regression Aug 27, 2022 Classification Graph Classification
Code Code Available Learnable Filters for Geometric Scattering Modules Aug 15, 2022 Descriptive Graph Classification
— Unverified Revisiting Adversarial Attacks on Graph Neural Networks for Graph Classification Aug 13, 2022 Classification Graph Classification
— Unverified More Interpretable Graph Similarity Computation via Maximum Common Subgraph Inference Aug 9, 2022 Graph Classification Graph Similarity
— Unverified Generalizing Downsampling from Regular Data to Graphs Aug 6, 2022 Graph Classification Representation Learning
Code Code Available GREASE: Generate Factual and Counterfactual Explanations for GNN-based Recommendations Aug 4, 2022 counterfactual Graph Classification
— Unverified Maximal Independent Vertex Set applied to Graph Pooling Aug 2, 2022 Graph Classification image-classification
— Unverified Label-Only Membership Inference Attack against Node-Level Graph Neural Networks Jul 27, 2022 Graph Classification Inference Attack
— Unverified SizeShiftReg: a Regularization Method for Improving Size-Generalization in Graph Neural Networks Jul 16, 2022 Graph Classification
Code Code Available Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search Jul 13, 2022 feature selection Graph Classification
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 Pure Transformers are Powerful Graph Learners Jul 6, 2022 Graph Classification Graph Learning
Code Code Available TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available Transforming PageRank into an Infinite-Depth Graph Neural Network Jul 1, 2022 Graph Classification Graph Neural Network
Code Code Available BAGEL: A Benchmark for Assessing Graph Neural Network Explanations Jun 28, 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 Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training Jun 23, 2022 Contrastive Learning Graph Classification
— Unverified Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available Towards OOD Detection in Graph Classification from Uncertainty Estimation Perspective Jun 21, 2022 Classification Graph Classification
— Unverified 0/1 Deep Neural Networks via Block Coordinate Descent Jun 19, 2022 10-shot image generation
— Unverified Boosting Graph Structure Learning with Dummy Nodes Jun 17, 2022 Graph Classification Graph Representation Learning
Code Code Available Long Range Graph Benchmark Jun 16, 2022 Benchmarking Graph Classification
Code Code Available DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available Semi-Supervised Hierarchical Graph Classification Jun 11, 2022 Classification Graph Classification
— Unverified Fundamental Limits in Formal Verification of Message-Passing Neural Networks Jun 10, 2022 Adversarial Robustness Classification
— Unverified Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available A Simple yet Effective Method for Graph Classification Jun 6, 2022 Classification Graph Classification
Code Code Available Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Multi-scale Wasserstein Shortest-path Graph Kernels for Graph Classification Jun 2, 2022 Graph Classification
Code Code Available Shortest Path Networks for Graph Property Prediction Jun 2, 2022 Graph Classification Graph Neural Network
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