GraphReach: Position-Aware Graph Neural Network using Reachability Estimations Aug 19, 2020 Graph Neural Network Link Prediction
Code Code Available Degree-Quant: Quantization-Aware Training for Graph Neural Networks Aug 11, 2020 CPU Graph Classification
— Unverified DINE: A Framework for Deep Incomplete Network Embedding Aug 9, 2020 General Classification Link Prediction
— Unverified Multivariate Relations Aggregation Learning in Social Networks Aug 9, 2020 Attribute Graph Learning
— Unverified Directed hypergraph neural network Aug 9, 2020 General Classification Node Classification
— Unverified Representation Learning of Graphs Using Graph Convolutional Multilayer Networks Based on Motifs Jul 31, 2020 Clustering Graph Neural Network
— Unverified node2coords: Graph Representation Learning with Wasserstein Barycenters Jul 31, 2020 Decoder Graph Representation Learning
— Unverified Label-Consistency based Graph Neural Networks for Semi-supervised Node Classification Jul 27, 2020 Classification General Classification
— Unverified Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective Jul 17, 2020 Community Detection Distributed Computing
— Unverified GraphCL: Contrastive Self-Supervised Learning of Graph Representations Jul 15, 2020 Contrastive Learning Inductive Learning
— Unverified Are Hyperbolic Representations in Graphs Created Equal? Jul 15, 2020 Graph Learning Graph Representation Learning
— Unverified Next Waves in Veridical Network Embedding Jul 10, 2020 Community Detection Link Prediction
— Unverified Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation Jul 9, 2020 Active Learning Classification
— Unverified Pre-Trained Models for Heterogeneous Information Networks Jul 7, 2020 Clustering Link Prediction
— Unverified Faster Graph Embeddings via Coarsening Jul 6, 2020 Link Prediction Node Classification
Code Code Available AEGCN: An Autoencoder-Constrained Graph Convolutional Network Jul 3, 2020 Decoder Graph Attention
Code Code Available Maximizing Cohesion and Separation in Graph Representation Learning: A Distance-aware Negative Sampling Approach Jul 2, 2020 Graph Representation Learning Node Classification
Code Code Available From Spectrum Wavelet to Vertex Propagation: Graph Convolutional Networks Based on Taylor Approximation Jul 1, 2020 Node Classification
— Unverified Graph Clustering with Graph Neural Networks Jun 30, 2020 Attribute Clustering
— Unverified Policy-GNN: Aggregation Optimization for Graph Neural Networks Jun 26, 2020 Deep Reinforcement Learning Node Classification
Code Code Available Non-Parametric Graph Learning for Bayesian Graph Neural Networks Jun 23, 2020 Graph Learning Link Prediction
— Unverified Connecting Graph Convolutional Networks and Graph-Regularized PCA Jun 22, 2020 Node Classification
— Unverified Quantifying Challenges in the Application of Graph Representation Learning Jun 18, 2020 Graph Representation Learning Link Prediction
— Unverified NodeNet: A Graph Regularised Neural Network for Node Classification Jun 16, 2020 Classification General Classification
— Unverified Fast Graph Attention Networks Using Effective Resistance Based Graph Sparsification Jun 15, 2020 Graph Attention Node Classification
— Unverified Implicit Kernel Attention Jun 11, 2020 Graph Attention Node Classification
— Unverified Little Ball of Fur: A Python Library for Graph Sampling Jun 8, 2020 Graph Classification Graph Embedding
— Unverified Graph Representation Learning Network via Adaptive Sampling Jun 8, 2020 Graph Attention Graph Representation Learning
Code Code Available Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Jun 8, 2020 Dimensionality Reduction Link Prediction
— Unverified Learning Combinatorial Solver for Graph Matching Jun 1, 2020 Combinatorial Optimization Graph Matching
— Unverified Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data Jun 1, 2020 Classification Clustering
— Unverified A Process for the Evaluation of Node Embedding Methods in the Context of Node Classification May 29, 2020 BIG-bench Machine Learning Feature Engineering
— Unverified Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification May 25, 2020 Classification General Classification
— Unverified Adversarial Attack on Hierarchical Graph Pooling Neural Networks May 23, 2020 Adversarial Attack Classification
— Unverified The Effects of Randomness on the Stability of Node Embeddings May 20, 2020 General Classification Node Classification
Code Code Available Learning Representations using Spectral-Biased Random Walks on Graphs May 19, 2020 Graph Embedding Link Prediction
Code Code Available Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey May 13, 2020 Dynamic Link Prediction Epidemiology
— Unverified AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack May 6, 2020 Adversarial Attack Classification
— Unverified HopGAT: Hop-aware Supervision Graph Attention Networks for Sparsely Labeled Graphs Apr 9, 2020 General Classification Graph Attention
— Unverified A Graph Convolutional Network Composition Framework for Semi-supervised Classification Apr 8, 2020 Classification General Classification
— Unverified Attribute2vec: Deep Network Embedding Through Multi-Filtering GCN Apr 3, 2020 Attribute Link Prediction
— Unverified A Unified Non-Negative Matrix Factorization Framework for Semi-Supervised Learning on Graphs Apr 1, 2020 Node Classification
Code Code Available Temporal Network Representation Learning via Historical Neighborhoods Aggregation Mar 30, 2020 Link Prediction Network Embedding
Code Code Available Revisiting Over-smoothing in Deep GCNs Mar 30, 2020 Node Classification
— Unverified Progressive Graph Convolutional Networks for Semi-Supervised Node Classification Mar 27, 2020 Classification General Classification
Code Code Available A Collective Learning Framework to Boost GNN Expressiveness Mar 26, 2020 Classification General Classification
— Unverified End-to-End Entity Classification on Multimodal Knowledge Graphs Mar 25, 2020 Classification General Classification
Code Code Available Spectral Graph Attention Network with Fast Eigen-approximation Mar 16, 2020 Graph Attention Node Classification
— Unverified Unsupervised Graph Embedding via Adaptive Graph Learning Mar 10, 2020 Clustering graph construction
— Unverified Knowledge Graphs and Knowledge Networks: The Story in Brief Mar 7, 2020 Knowledge Graphs Link Prediction
— Unverified 