Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available WGCN: Graph Convolutional Networks with Weighted Structural Features Apr 29, 2021 Node Classification
Code Code Available LGD-GCN: Local and Global Disentangled Graph Convolutional Networks Apr 24, 2021 Disentanglement Diversity
Code Code Available Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection Apr 19, 2021 Fraud Detection Graph Neural Network
Code Code Available Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Apr 16, 2021 Fraud Detection Graph Neural Network
Code Code Available Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks Apr 16, 2021 Attribute Clustering
Code Code Available New Benchmarks for Learning on Non-Homophilous Graphs Apr 3, 2021 Attribute Fraud Detection
Code Code Available Bag of Tricks for Node Classification with Graph Neural Networks Mar 24, 2021 Classification General Classification
Code Code Available OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Mar 17, 2021 BIG-bench Machine Learning Graph Learning
Code Code Available GraphSMOTE: Imbalanced Node Classification on Graphs with Graph Neural Networks Mar 16, 2021 Classification General Classification
Code Code Available Graph Neural Networks Inspired by Classical Iterative Algorithms Mar 10, 2021 Node Classification
Code Code Available Lipschitz Normalization for Self-Attention Layers with Application to Graph Neural Networks Mar 8, 2021 Deep Attention Graph Attention
Code Code Available Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs Mar 4, 2021 Node Classification Segmentation
Code Code Available Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework Mar 4, 2021 Knowledge Distillation Node Classification
Code Code Available Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning Mar 1, 2021 Auxiliary Learning Graph Neural Network
Code Code Available RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data Feb 27, 2021 Disease Prediction Node Classification
Code Code Available MagNet: A Neural Network for Directed Graphs Feb 22, 2021 Link Prediction Node Classification
Code Code Available A Deep Graph Wavelet Convolutional Neural Network for Semi-supervised Node Classification Feb 19, 2021 General Classification Node Classification
Code Code Available Fast Graph Learning with Unique Optimal Solutions Feb 17, 2021 Form Graph Learning
Code Code Available NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique Feb 17, 2021 Graph Neural Network Node Classification
Code Code Available Evaluating Node Embeddings of Complex Networks Feb 16, 2021 Community Detection Graph Embedding
Code Code Available Topological Graph Neural Networks Feb 15, 2021 Graph Learning Node Classification
Code Code Available HDMI: High-order Deep Multiplex Infomax Feb 15, 2021 Node Classification Representation Learning
Code Code Available A Unified Lottery Ticket Hypothesis for Graph Neural Networks Feb 12, 2021 Link Prediction Node Classification
Code Code Available Multiplex Bipartite Network Embedding using Dual Hypergraph Convolutional Networks Feb 12, 2021 Link Prediction Network Embedding
Code Code Available Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks Feb 12, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Feb 3, 2021 Contrastive Learning CPU
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available Generating a Doppelganger Graph: Resembling but Distinct Jan 23, 2021 Benchmarking Graph Representation Learning
Code Code Available Membership Inference Attack on Graph Neural Networks Jan 17, 2021 Graph Classification Inference Attack
Code Code Available Twitch Gamers: a Dataset for Evaluating Proximity Preserving and Structural Role-based Node Embeddings Jan 8, 2021 Graph Mining Node Classification
Code Code Available GraphHop: An Enhanced Label Propagation Method for Node Classification Jan 7, 2021 Classification General Classification
Code Code Available Beyond Low-frequency Information in Graph Convolutional Networks Jan 4, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Simple Spectral Graph Convolution Jan 1, 2021 Clustering Node Classification
Code Code Available Adaptive Graph Diffusion Networks Dec 30, 2020 GPU Link Prediction
Code Code Available A pipeline for fair comparison of graph neural networks in node classification tasks Dec 19, 2020 Data Augmentation General Classification
Code Code Available A Generalization of Transformer Networks to Graphs Dec 17, 2020 Graph Regression Inductive Bias
Code Code Available Graph Stochastic Neural Networks for Semi-supervised Learning Dec 1, 2020 Classification General Classification
Code Code Available Graph Random Neural Networks for Semi-Supervised Learning on Graphs Dec 1, 2020 Data Augmentation Node Classification
Code Code Available Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network Nov 28, 2020 Clustering Community Detection
Code Code Available Learning to Drop: Robust Graph Neural Network via Topological Denoising Nov 13, 2020 Denoising Graph Neural Network
Code Code Available Two-stage Training of Graph Neural Networks for Graph Classification Nov 10, 2020 Classification General Classification
Code Code Available GripNet: Graph Information Propagation on Supergraph for Heterogeneous Graphs Oct 29, 2020 Data Integration Graph Representation Learning
Code Code Available Graph Contrastive Learning with Adaptive Augmentation Oct 27, 2020 Attribute Contrastive Learning
Code Code Available Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Oct 27, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Personalised Meta-path Generation for Heterogeneous GNNs Oct 26, 2020 Deep Reinforcement Learning Graph Representation Learning
Code Code Available Pathfinder Discovery Networks for Neural Message Passing Oct 24, 2020 Graph Attention Node Classification
Code Code Available Uncertainty Aware Semi-Supervised Learning on Graph Data Oct 24, 2020 Node Classification Out of Distribution (OOD) Detection
Code Code Available On the Equivalence of Decoupled Graph Convolution Network and Label Propagation Oct 23, 2020 Node Classification Pseudo Label
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