A Self-Attention Network based Node Embedding Model Jun 22, 2020 General Classification Link Prediction
Code Code Available Connecting Graph Convolutional Networks and Graph-Regularized PCA Jun 22, 2020 Node Classification
— Unverified Graph Neural Networks in TensorFlow and Keras with Spektral Jun 22, 2020 Deep Learning General Classification
Code Code Available Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs Jun 20, 2020 Graph Neural Network Node Classification
Code Code Available Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available Quantifying Challenges in the Application of Graph Representation Learning Jun 18, 2020 Graph Representation Learning Link Prediction
— Unverified GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available 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 Adaptive Universal Generalized PageRank Graph Neural Network Jun 14, 2020 GPR Graph Neural Network
Code Code Available Implicit Kernel Attention Jun 11, 2020 Graph Attention Node Classification
— Unverified Data Augmentation for Graph Neural Networks Jun 11, 2020 Data Augmentation General Classification
Code Code Available Locally Private Graph Neural Networks Jun 9, 2020 Federated Learning Node Classification
Code Code Available Little Ball of Fur: A Python Library for Graph Sampling Jun 8, 2020 Graph Classification Graph Embedding
— Unverified Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Jun 8, 2020 Dimensionality Reduction Link Prediction
— Unverified Graph Representation Learning Network via Adaptive Sampling Jun 8, 2020 Graph Attention Graph Representation Learning
Code Code Available Understanding Graph Neural Networks from Graph Signal Denoising Perspectives Jun 8, 2020 Denoising Graph Attention
Code Code Available Bayesian Graph Neural Networks with Adaptive Connection Sampling Jun 7, 2020 Node Classification
Code Code Available Deep Graph Contrastive Representation Learning Jun 7, 2020 Attribute Contrastive Learning
Code Code Available Network Together: Node Classification via Cross-Network Deep Network Embedding Jun 4, 2020 Domain Adaptation General Classification
Code Code Available Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data Jun 1, 2020 Classification Clustering
— Unverified Learning Combinatorial Solver for Graph Matching Jun 1, 2020 Combinatorial Optimization Graph Matching
— Unverified Non-Local Graph Neural Networks May 29, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 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 Graph Random Neural Network for Semi-Supervised Learning on Graphs May 22, 2020 Data Augmentation Graph Learning
Code Code Available Understanding Negative Sampling in Graph Representation Learning May 20, 2020 Graph Learning Graph Representation Learning
Code Code Available 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 Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey May 13, 2020 Dynamic Link Prediction Epidemiology
— Unverified Semi-supervised Hypergraph Node Classification on Hypergraph Line Expansion May 11, 2020 Classification Graph Learning
Code Code Available AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack May 6, 2020 Adversarial Attack Classification
— Unverified SIGN: Scalable Inception Graph Neural Networks Apr 23, 2020 Graph Representation Learning Graph Sampling
Code Code Available ktrain: A Low-Code Library for Augmented Machine Learning Apr 19, 2020 BIG-bench Machine Learning Classification
Code Code Available Principal Neighbourhood Aggregation for Graph Nets Apr 12, 2020 Graph Classification Graph Regression
Code Code Available 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 Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN Apr 1, 2020 Link Prediction Network Embedding
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 Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available End-to-End Entity Classification on Multimodal Knowledge Graphs Mar 25, 2020 Classification General Classification
Code Code Available Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks Mar 18, 2020 Graph Attention Node Classification
Code Code Available 