Graph Sanitation with Application to Node Classification May 19, 2021 Anomaly Detection Bilevel Optimization
— Unverified 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 Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective May 17, 2021 Link Prediction Network Embedding
— Unverified Improving Graph Neural Networks with Simple Architecture Design May 17, 2021 feature selection Graph Neural Network
Code Code Available Neural Trees for Learning on Graphs May 15, 2021 Node Classification
— Unverified Meta-Inductive Node Classification across Graphs May 14, 2021 Classification General Knowledge
— Unverified GIPA: General Information Propagation Algorithm for Graph Learning May 13, 2021 Graph Attention Graph Learning
Code Code Available The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs May 12, 2021 BIG-bench Machine Learning Node Classification
— Unverified Accelerating Large Scale Real-Time GNN Inference using Channel Pruning May 10, 2021 CPU GPU
Code Code Available Graph Attention Networks with Positional Embeddings May 9, 2021 Graph Attention Node Classification
— Unverified Non-Recursive Graph Convolutional Networks May 9, 2021 Node Classification Representation Learning
— Unverified 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 VersaGNN: a Versatile accelerator for Graph neural networks May 4, 2021 CPU GPU
— Unverified WGCN: Graph Convolutional Networks with Weighted Structural Features Apr 29, 2021 Node Classification
Code Code Available Graph Decoupling Attention Markov Networks for Semi-supervised Graph Node Classification Apr 28, 2021 General Classification Graph Learning
— Unverified LGD-GCN: Local and Global Disentangled Graph Convolutional Networks Apr 24, 2021 Disentanglement Diversity
Code Code Available Seastar: vertex-centric programming for graph neural networks Apr 21, 2021 GPU Graph Clustering
— Unverified Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection Apr 19, 2021 Fraud Detection Graph Neural Network
Code Code Available SAS: A Simple, Accurate and Scalable Node Classification Algorithm Apr 19, 2021 Classification General Classification
— Unverified Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks Apr 16, 2021 Attribute Clustering
Code Code Available Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Apr 16, 2021 Fraud Detection Graph Neural Network
Code Code Available A Hyperbolic-to-Hyperbolic Graph Convolutional Network Apr 14, 2021 General Classification Graph Classification
— Unverified Deep Attributed Network Representation Learning via Attribute Enhanced Neighborhood Apr 12, 2021 Attribute Decoder
— Unverified Edge: Enriching Knowledge Graph Embeddings with External Text Apr 11, 2021 Knowledge Graph Embeddings Knowledge Graphs
— Unverified Explainability-based Backdoor Attacks Against Graph Neural Networks Apr 8, 2021 Backdoor Attack Node Classification
— Unverified mSHINE: A Multiple-meta-paths Simultaneous Learning Framework for Heterogeneous Information Network Embedding Apr 6, 2021 Link Prediction Network Embedding
Code Code Available New Benchmarks for Learning on Non-Homophilous Graphs Apr 3, 2021 Attribute Fraud Detection
Code Code Available Modeling Graph Node Correlations with Neighbor Mixture Models Mar 29, 2021 Denoising Image Denoising
— Unverified Beyond Low-Pass Filters: Adaptive Feature Propagation on Graphs Mar 26, 2021 Node Classification
— Unverified Bag of Tricks for Node Classification with Graph Neural Networks Mar 24, 2021 Classification General Classification
Code Code Available Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction Mar 21, 2021 Benchmarking Clustering
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 DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks Mar 12, 2021 Link Prediction Node Classification
— Unverified Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning Mar 11, 2021 Diversity Graph Embedding
— Unverified Graph Neural Networks Inspired by Classical Iterative Algorithms Mar 10, 2021 Node Classification
Code Code Available Scalable Hypergraph Embedding System Mar 9, 2021 Graph Embedding hypergraph embedding
— Unverified 2D histology meets 3D topology: Cytoarchitectonic brain mapping with Graph Neural Networks Mar 9, 2021 Descriptive General Classification
— Unverified Lipschitz Normalization for Self-Attention Layers with Application to Graph Neural Networks Mar 8, 2021 Deep Attention Graph Attention
Code Code Available Learning Graph Neural Networks with Positive and Unlabeled Nodes Mar 8, 2021 Graph Neural Network Node Classification
— Unverified Unified Robust Training for Graph NeuralNetworks against Label Noise Mar 5, 2021 image-classification Image Classification
— Unverified Nishimori meets Bethe: a spectral method for node classification in sparse weighted graphs Mar 5, 2021 Bayesian Inference General Classification
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 On the Importance of Sampling in Training GCNs: Tighter Analysis and Variance Reduction Mar 3, 2021 Node Classification
Code Code Available CogDL: A Comprehensive Library for Graph Deep Learning Mar 1, 2021 Deep Learning Graph 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 Graphfool: Targeted Label Adversarial Attack on Graph Embedding Feb 24, 2021 Adversarial Attack Classification
— Unverified 