Well-classified Examples are Underestimated in Classification with Deep Neural Networks Oct 13, 2021 Classification Graph Classification
Code Code Available Semi-Supervised Graph Prototypical Networks for Hyperspectral Image Classification Oct 12, 2021 Classification Computational Efficiency
Code Code Available Fast Attributed Graph Embedding via Density of States Oct 11, 2021 Attribute Graph Classification
Code Code Available Graphon based Clustering and Testing of Networks: Algorithms and Theory Oct 6, 2021 Classification Clustering
Code Code Available Inference Attacks Against Graph Neural Networks Oct 6, 2021 Graph Classification Graph Embedding
Code Code Available Permute Me Softly: Learning Soft Permutations for Graph Representations Oct 5, 2021 Graph Classification Graph Neural Network
Code Code Available Inductive Lottery Ticket Learning for Graph Neural Networks Sep 29, 2021 Graph Classification Node Classification
— Unverified m-mix: Generating hard negatives via multiple samples mixing for contrastive learning Sep 29, 2021 Classification Contrastive Learning
— Unverified The Infinite Contextual Graph Markov Model Sep 29, 2021 Graph Classification model
— Unverified Bandits for Black-box Attacks to Graph Neural Networks with Structure Perturbation Sep 29, 2021 Graph Classification Node Classification
— Unverified Revisiting Virtual Nodes in Graph Neural Networks for Link Prediction Sep 29, 2021 Clustering Graph Classification
— Unverified Intrusion-Free Graph Mixup Sep 29, 2021 Graph Classification
— Unverified Geometric Random Walk Graph Neural Networks via Implicit Layers Sep 29, 2021 Graph Classification Graph Neural Network
— Unverified G-Mixup: Graph Augmentation for Graph Classification Sep 29, 2021 Classification Graph Classification
— Unverified Wasserstein Weisfeiler-Lehman Subtree Distance for Graph-Structured Data Sep 29, 2021 Graph Classification valid
— Unverified A Closer Look at Distribution Shifts and Out-of-Distribution Generalization on Graphs Sep 29, 2021 Domain Generalization Graph Classification
— Unverified Metric Learning on Temporal Graphs via Few-Shot Examples Sep 29, 2021 Drug Discovery Graph Classification
— Unverified Edge but not Least: Cross-View Graph Pooling Sep 24, 2021 Graph Classification Graph Regression
— Unverified Orthogonal Graph Neural Networks Sep 23, 2021 Attribute Graph Classification
Code Code Available A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available Structural Optimization Makes Graph Classification Simpler and Better Sep 5, 2021 Classification Graph Classification
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Graph-based Argument Quality Assessment Sep 1, 2021 Graph Classification
— Unverified Pooling Architecture Search for Graph Classification Aug 24, 2021 Classification Graph Classification
Code Code Available Graph-Convolutional Deep Learning to Identify Optimized Molecular Configurations Aug 22, 2021 Atomic Forces Deep Learning
— Unverified A Hard Label Black-box Adversarial Attack Against Graph Neural Networks Aug 21, 2021 Adversarial Attack Classification
— Unverified Blockchain Phishing Scam Detection via Multi-channel Graph Classification Aug 19, 2021 Classification Graph Classification
— Unverified Natural Numerical Networks for Natura 2000 habitats classification by satellite images Aug 9, 2021 Classification Graph Classification
— Unverified Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Hyperparameter-free and Explainable Whole Graph Embedding Aug 4, 2021 Graph Classification Graph Embedding
Code Code Available Compensation Learning Jul 26, 2021 BIG-bench Machine Learning Graph Classification
— Unverified GCExplainer: Human-in-the-Loop Concept-based Explanations for Graph Neural Networks Jul 25, 2021 Graph Classification Node Classification
— Unverified EGC2: Enhanced Graph Classification with Easy Graph Compression Jul 16, 2021 Classification Graph Classification
Code Code Available Automated Graph Learning via Population Based Self-Tuning GCN Jul 9, 2021 Graph Classification Graph Learning
— Unverified Quantum Graph Convolutional Neural Networks Jul 7, 2021 Graph Classification
— Unverified DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available On Positional and Structural Node Features for Graph Neural Networks on Non-attributed Graphs Jul 3, 2021 Classification Graph Classification
Code Code Available Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks Jul 3, 2021 Combinatorial Optimization Graph Classification
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available Fea2Fea: Exploring Structural Feature Correlations via Graph Neural Networks Jun 24, 2021 Feature Correlation Graph Classification
Code Code Available Weisfeiler and Lehman Go Cellular: CW Networks Jun 23, 2021 Graph Classification Graph Property Prediction
Code Code Available Attacking Graph Classification via Bayesian Optimisation Jun 18, 2021 Adversarial Robustness Bayesian Optimisation
— Unverified Message Passing in Graph Convolution Networks via Adaptive Filter Banks Jun 18, 2021 Graph Classification Representation Learning
— Unverified On the approximation capability of GNNs in node classification/regression tasks Jun 16, 2021 Clustering Graph Classification
Code Code Available Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available Graph Domain Adaptation: A Generative View Jun 14, 2021 Disentanglement Domain Adaptation
— Unverified Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available AKE-GNN: Effective Graph Learning with Adaptive Knowledge Exchange Jun 10, 2021 Classification Graph Classification
— Unverified Learnable Hypergraph Laplacian for Hypergraph Learning Jun 10, 2021 Graph Classification Node Classification
Code Code Available 