Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching Dec 16, 2021 Node Classification Representation Learning
Code Code Available SHGNN: Structure-Aware Heterogeneous Graph Neural Network Dec 12, 2021 Graph Embedding Graph Neural Network
Code Code Available SCR: Training Graph Neural Networks with Consistency Regularization Dec 8, 2021 Node Classification Node Property Prediction
Code Code Available Augmentation-Free Self-Supervised Learning on Graphs Dec 5, 2021 Node Classification Self-Supervised Learning
Code Code Available Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available Understanding over-squashing and bottlenecks on graphs via curvature Nov 29, 2021 Node Classification
Code Code Available HGATE: Heterogeneous Graph Attention Auto-Encoders Nov 28, 2021 Graph Attention Graph Representation Learning
Code Code Available AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features Nov 23, 2021 GPU Node Classification
Code Code Available p-Laplacian Based Graph Neural Networks Nov 14, 2021 Node Classification
Code Code Available Simplifying approach to Node Classification in Graph Neural Networks Nov 12, 2021 Classification feature selection
Code Code Available Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods Nov 8, 2021 Node Classification
Code Code Available Topological Relational Learning on Graphs Oct 29, 2021 Graph Classification Node Classification
Code Code Available Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods Oct 27, 2021 Graph Learning Node Classification
Code Code Available VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization Oct 27, 2021 Link Prediction Link Property Prediction
Code Code Available Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification Oct 26, 2021 Classification Node Classification
Code Code Available Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
Code Code Available Boosting Graph Embedding on a Single GPU Oct 19, 2021 CPU GPU
Code Code Available Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation Oct 17, 2021 Knowledge Distillation Node Classification
Code Code Available GRAPE for Fast and Scalable Graph Processing and random walk-based Embedding Oct 12, 2021 Edge Classification Graph Representation Learning
Code Code Available Topology-Imbalance Learning for Semi-Supervised Node Classification Oct 8, 2021 Classification Node Classification
Code Code Available A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available 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 Jointly Learnable Data Augmentations for Self-Supervised GNNs Aug 23, 2021 Data Augmentation Graph Representation Learning
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available 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 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 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 BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Jun 21, 2021 GPR Graph Neural Network
Code Code Available MHNF: Multi-hop Heterogeneous Neighborhood information Fusion graph representation learning Jun 17, 2021 Graph Representation Learning Node Classification
Code Code Available Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages Jun 16, 2021 Node Classification Node Property Prediction
Code Code Available Zero-shot Node Classification with Decomposed Graph Prototype Network Jun 15, 2021 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 Automated Self-Supervised Learning for Graphs Jun 10, 2021 Clustering Node Classification
Code Code Available XBNet : An Extremely Boosted Neural Network Jun 9, 2021 Anomaly Detection Breast Cancer Detection
Code Code Available Graph-MLP: Node Classification without Message Passing in Graph Jun 8, 2021 Classification Graph Neural Network
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 Pseudo-Riemannian Graph Convolutional Networks Jun 6, 2021 Graph Reconstruction Inductive Bias
Code Code Available ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks Jun 5, 2021 Attribute Classification
Code Code Available Mixup for Node and Graph Classification Jun 1, 2021 Classification Data Augmentation
Code Code Available Heterogeneous Graph Representation Learning with Relation Awareness May 24, 2021 Graph Learning Graph Neural Network
Code Code Available Residual Network and Embedding Usage: New Tricks of Node Classification with Graph Convolutional Networks May 18, 2021 Node Classification Node Property Prediction
Code Code Available Improving Graph Neural Networks with Simple Architecture Design May 17, 2021 feature selection Graph Neural Network
Code Code Available GIPA: General Information Propagation Algorithm for Graph Learning May 13, 2021 Graph Attention Graph Learning
Code Code Available Accelerating Large Scale Real-Time GNN Inference using Channel Pruning May 10, 2021 CPU GPU
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