Node Feature Kernels Increase Graph Convolutional Network Robustness Sep 4, 2021 Node Classification
Code Code Available Heterogeneous Graph Neural Network with Multi-view Representation Learning Aug 31, 2021 Graph Embedding Graph Neural Network
— Unverified Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations Aug 31, 2021 Autonomous Driving image-classification
— Unverified 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 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 Self-supervised Consensus Representation Learning for Attributed Graph Aug 10, 2021 Graph Representation Learning Node Classification
Code Code Available Label-informed Graph Structure Learning for Node Classification Aug 10, 2021 Classification Graph structure learning
— Unverified 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 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 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 Privacy-Preserving Representation Learning on Graphs: A Mutual Information Perspective Jul 3, 2021 Link Prediction Node Classification
— Unverified 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 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
Code Code Available GraphMixup: Improving Class-Imbalanced Node Classification on Graphs by Self-supervised Context Prediction Jun 21, 2021 Node Classification
— Unverified Large-Scale Network Embedding in Apache Spark Jun 20, 2021 Anomaly Detection Link Prediction
— Unverified Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection Jun 18, 2021 Graph Learning Graph Neural Network
— Unverified RLC-GNN: An Improved Deep Architecture for Spatial-Based Graph Neural Network with Application to Fraud Detection Jun 18, 2021 Fraud Detection Graph Neural Network
— Unverified SEEN: Sharpening Explanations for Graph Neural Networks using Explanations from Neighborhoods Jun 16, 2021 Node Classification
— Unverified Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification Jun 16, 2021 Classification Data Augmentation
— Unverified On the approximation capability of GNNs in node classification/regression tasks Jun 16, 2021 Clustering Graph Classification
Code Code Available Noise-robust Graph Learning by Estimating and Leveraging Pairwise Interactions Jun 14, 2021 Contrastive Learning Graph Learning
Code Code Available Node Classification Meets Link Prediction on Knowledge Graphs Jun 14, 2021 Benchmarking Classification
— Unverified Robust Graph Meta-learning for Weakly-supervised Few-shot Node Classification Jun 12, 2021 Classification Drug Design
— Unverified Learnable Hypergraph Laplacian for Hypergraph Learning Jun 12, 2021 Graph Classification Node Classification
Code Code Available Is Homophily a Necessity for Graph Neural Networks? Jun 11, 2021 Node Classification
— Unverified Learning Based Proximity Matrix Factorization for Node Embedding Jun 10, 2021 Link Prediction 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 Multiple Kernel Representation Learning on Networks Jun 9, 2021 Link Prediction Node Classification
Code Code Available Vertex-Centric Visual Programming for Graph Neural Networks Jun 9, 2021 Graph Clustering Link Prediction
— Unverified Fairness-Aware Node Representation Learning Jun 9, 2021 Contrastive Learning Fairness
— Unverified 