BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Jun 21, 2021 GPR Graph Neural Network
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 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 Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection Jun 18, 2021 Graph Learning Graph Neural Network
— Unverified MHNF: Multi-hop Heterogeneous Neighborhood information Fusion graph representation learning Jun 17, 2021 Graph Representation Learning Node Classification
Code Code Available SEEN: Sharpening Explanations for Graph Neural Networks using Explanations from Neighborhoods Jun 16, 2021 Node Classification
— Unverified Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages Jun 16, 2021 Node Classification Node Property Prediction
Code Code Available On the approximation capability of GNNs in node classification/regression tasks Jun 16, 2021 Clustering Graph Classification
Code Code Available Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification Jun 16, 2021 Classification Data Augmentation
— Unverified Zero-shot Node Classification with Decomposed Graph Prototype Network Jun 15, 2021 Classification Node 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 Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing Patterns Jun 11, 2021 Graph Learning Node Classification
Code Code Available Is Homophily a Necessity for Graph Neural Networks? Jun 11, 2021 Node Classification
— Unverified Graph Transformer Networks: Learning Meta-path Graphs to Improve GNNs Jun 11, 2021 Node Classification
Code Code Available Learning Based Proximity Matrix Factorization for Node Embedding Jun 10, 2021 Link Prediction Node Classification
Code Code Available Learnable Hypergraph Laplacian for Hypergraph Learning Jun 10, 2021 Graph Classification Node Classification
Code Code Available Automated Self-Supervised Learning for Graphs Jun 10, 2021 Clustering Node Classification
Code Code Available AKE-GNN: Effective Graph Learning with Adaptive Knowledge Exchange Jun 10, 2021 Classification Graph Classification
— Unverified 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 Symmetric Spaces for Graph Embeddings: A Finsler-Riemannian Approach Jun 9, 2021 Graph Reconstruction Node Classification
Code Code Available Multiple Kernel Representation Learning on Networks Jun 9, 2021 Link Prediction Node Classification
Code Code Available XBNet : An Extremely Boosted Neural Network Jun 9, 2021 Anomaly Detection Breast Cancer Detection
Code Code Available NRGNN: Learning a Label Noise-Resistant Graph Neural Network on Sparsely and Noisily Labeled Graphs Jun 8, 2021 Graph Neural Network Node Classification
Code Code Available Graph-MLP: Node Classification without Message Passing in Graph Jun 8, 2021 Classification Graph Neural Network
Code Code Available Adversarially Regularized Graph Attention Networks for Inductive Learning on Partially Labeled Graphs Jun 7, 2021 Graph Attention Graph Embedding
Code Code Available Pseudo-Riemannian Graph Convolutional Networks Jun 6, 2021 Graph Reconstruction Inductive Bias
Code Code Available Graph Belief Propagation Networks Jun 6, 2021 Classification Graph Neural Network
Code Code Available On Local Aggregation in Heterophilic Graphs Jun 6, 2021 Node Classification
— Unverified Graph Infomax Adversarial Learning for Treatment Effect Estimation with Networked Observational Data Jun 5, 2021 Causal Inference Graph Learning
— Unverified ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks Jun 5, 2021 Attribute Classification
Code Code Available Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities Jun 1, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available Mixup for Node and Graph Classification Jun 1, 2021 Classification Data Augmentation
Code Code Available Relational Graph Neural Network Design via Progressive Neural Architecture Search May 30, 2021 Graph Neural Network Neural Architecture Search
— Unverified _2-norm Flow Diffusion in Near-Linear Time May 30, 2021 Clustering Graph Clustering
— Unverified GCN-SL: Graph Convolutional Networks with Structure Learning for Graphs under Heterophily May 28, 2021 Clustering Node Classification
— Unverified Local, global and scale-dependent node roles May 26, 2021 Graph Learning Graph Neural Network
Code Code Available Self-Supervised Graph Representation Learning via Topology Transformations May 25, 2021 Graph Classification Graph Representation Learning
Code Code Available Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification May 25, 2021 Ensemble Learning Graph Neural Network
— Unverified Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions May 24, 2021 Link Prediction Node Classification
Code Code Available Heterogeneous Graph Representation Learning with Relation Awareness May 24, 2021 Graph Learning Graph Neural Network
Code Code Available A Robust and Generalized Framework for Adversarial Graph Embedding May 22, 2021 Generative Adversarial Network Graph Embedding
Code Code Available Auxiliary learning induced graph convolutional networks May 21, 2021 Auxiliary Learning Classification
— Unverified Ultrahyperbolic Neural Networks May 21, 2021 Node Classification
— Unverified Is Heterophily A Real Nightmare For Graph Neural Networks Performing Node Classification? May 21, 2021 Inductive Bias Node Classification
— Unverified Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling May 19, 2021 Clustering GPU
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