A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available Embedding Node Structural Role Identity Using Stress Majorization Sep 14, 2021 Node Classification
— Unverified HeMI: Multi-view Embedding in Heterogeneous Graphs Sep 14, 2021 Clustering Link Prediction
Code Code Available Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? Sep 12, 2021 Inductive Bias Node Classification
— Unverified Ergodic Limits, Relaxations, and Geometric Properties of Random Walk Node Embeddings Sep 9, 2021 Link Prediction Node Classification
— Unverified QUINT: Node embedding using network hashing Sep 9, 2021 Link Prediction Network Embedding
— Unverified HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning Sep 7, 2021 Attribute Graph Neural Network
— Unverified Node Feature Kernels Increase Graph Convolutional Network Robustness Sep 4, 2021 Node Classification
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations Aug 31, 2021 Autonomous Driving image-classification
— Unverified Heterogeneous Graph Neural Network with Multi-view Representation Learning Aug 31, 2021 Graph Embedding Graph Neural Network
— Unverified Towards Self-Explainable Graph Neural Network Aug 26, 2021 Graph Neural Network Node Classification
Code Code Available Tree Decomposed Graph Neural Network Aug 25, 2021 Graph Neural Network Node Classification
Code Code Available Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank Aug 24, 2021 Generalization Bounds Node Classification
— Unverified REFINE: Random RangE FInder for Network Embedding Aug 24, 2021 Network Embedding Node Classification
— Unverified Jointly Learnable Data Augmentations for Self-Supervised GNNs Aug 23, 2021 Data Augmentation Graph Representation Learning
Code Code Available A Hard Label Black-box Adversarial Attack Against Graph Neural Networks Aug 21, 2021 Adversarial Attack Classification
— Unverified Unsupervised Domain-adaptive Hash for Networks Aug 20, 2021 Link Prediction Node Classification
— Unverified Semi-supervised Network Embedding with Differentiable Deep Quantisation Aug 20, 2021 Link Prediction Network Embedding
— Unverified Blockchain Phishing Scam Detection via Multi-channel Graph Classification Aug 19, 2021 Classification Graph Classification
— Unverified Temporal Graph Network Embedding with Causal Anonymous Walks Representations Aug 19, 2021 BIG-bench Machine Learning Classification
Code Code Available Label-informed Graph Structure Learning for Node Classification Aug 10, 2021 Classification Graph structure learning
— Unverified Self-supervised Consensus Representation Learning for Attributed Graph Aug 10, 2021 Graph Representation Learning Node Classification
Code Code Available A Framework for Joint Unsupervised Learning of Cluster-Aware Embedding for Heterogeneous Networks Aug 9, 2021 Clustering Node Classification
— Unverified Missing Data Estimation in Temporal Multilayer Position-aware Graph Neural Network (TMP-GNN) Aug 7, 2021 Attribute Graph Neural Network
— Unverified Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Evaluating Deep Graph Neural Networks Aug 2, 2021 Graph Mining Node Classification
Code Code Available Explicit Pairwise Factorized Graph Neural Network for Semi-Supervised Node Classification Jul 27, 2021 Graph Neural Network Node Classification
— Unverified Local2Global: Scaling global representation learning on graphs via local training Jul 26, 2021 Graph Reconstruction Graph Representation Learning
Code Code Available ROD: Reception-aware Online Distillation for Sparse Graphs Jul 25, 2021 Clustering Graph Learning
Code Code Available GCExplainer: Human-in-the-Loop Concept-based Explanations for Graph Neural Networks Jul 25, 2021 Graph Classification Node Classification
— Unverified Ego-GNNs: Exploiting Ego Structures in Graph Neural Networks Jul 22, 2021 Inductive Bias Node Classification
— Unverified Relational Graph Convolutional Networks: A Closer Look Jul 21, 2021 Link Prediction Node Classification
Code Code Available A Survey on Role-Oriented Network Embedding Jul 18, 2021 Clustering Graph Mining
Code Code Available A Graph Data Augmentation Strategy with Entropy Preservation Jul 13, 2021 Data Augmentation Node Classification
— Unverified Automated Graph Learning via Population Based Self-Tuning GCN Jul 9, 2021 Graph Classification Graph Learning
— Unverified Asymptotics of Network Embeddings Learned via Subsampling Jul 6, 2021 Link Prediction Node Classification
Code Code Available DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective Jul 3, 2021 Link Prediction Node Classification
— Unverified On Positional and Structural Node Features for Graph Neural Networks on Non-attributed Graphs Jul 3, 2021 Classification Graph Classification
Code Code Available SearchGCN: Powering Embedding Retrieval by Graph Convolution Networks for E-Commerce Search Jul 1, 2021 Node Classification Retrieval
— Unverified Exploiting Spiking Dynamics with Spatial-temporal Feature Normalization in Graph Learning Jun 30, 2021 Graph Attention Graph Learning
— Unverified Curvature Graph Neural Network Jun 30, 2021 Graph Neural Network Node Classification
— Unverified Dual GNNs: Graph Neural Network Learning with Limited Supervision Jun 29, 2021 Graph Neural Network Node Classification
— Unverified Simple Truncated SVD based Model for Node Classification on Heterophilic Graphs Jun 24, 2021 Node Classification
— Unverified Fea2Fea: Exploring Structural Feature Correlations via Graph Neural Networks Jun 24, 2021 Feature Correlation Graph Classification
Code Code Available You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks Jun 24, 2021 Benchmarking Node Classification
Code Code Available NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs Jun 23, 2021 Knowledge Graphs Link Prediction
Code Code Available A Vertical Federated Learning Framework for Graph Convolutional Network Jun 22, 2021 Federated Learning Graph Neural Network
— Unverified Customizing Graph Neural Networks using Path Reweighting Jun 21, 2021 Data Augmentation Graph Attention
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