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 Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs Mar 10, 2020 BIG-bench Machine Learning Clustering
Code Code Available A Survey of Adversarial Learning on Graphs Mar 10, 2020 Clustering Graph Clustering
Code Code Available Knowledge Graphs and Knowledge Networks: The Story in Brief Mar 7, 2020 Knowledge Graphs Link Prediction
— Unverified Factorized Graph Representations for Semi-Supervised Learning from Sparse Data Mar 5, 2020 General Classification Management
Code Code Available EPINE: Enhanced Proximity Information Network Embedding Mar 4, 2020 Link Prediction Network Embedding
— Unverified PushNet: Efficient and Adaptive Neural Message Passing Mar 4, 2020 Inductive Bias Node Classification
Code Code Available Self-Supervised Graph Representation Learning via Global Context Prediction Mar 3, 2020 Clustering Graph Representation Learning
— Unverified Permutohedral-GCN: Graph Convolutional Networks with Global Attention Mar 2, 2020 Node Classification
— Unverified Benchmarking Graph Neural Networks Mar 2, 2020 Benchmarking Graph Classification
Code Code Available Inductive Representation Learning on Temporal Graphs Feb 19, 2020 Graph Attention Graph Embedding
Code Code Available Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks Feb 19, 2020 General Classification Node Classification
— Unverified Self-Enhanced GNN: Improving Graph Neural Networks Using Model Outputs Feb 18, 2020 General Classification Node Classification
Code Code Available Adversarial Deep Network Embedding for Cross-network Node Classification Feb 18, 2020 Classification Domain Adaptation
Code Code Available Investigating Extensions to Random Walk Based Graph Embedding Feb 17, 2020 Graph Embedding Link Prediction
— Unverified Unifying Graph Convolutional Neural Networks and Label Propagation Feb 17, 2020 Classification General Classification
Code Code Available Disease State Prediction From Single-Cell Data Using Graph Attention Networks Feb 14, 2020 Disease Prediction Graph Attention
Code Code Available Geom-GCN: Geometric Graph Convolutional Networks Feb 13, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Vertex-reinforced Random Walk for Network Embedding Feb 11, 2020 Link Prediction Network Embedding
Code Code Available Bilinear Graph Neural Network with Neighbor Interactions Feb 10, 2020 General Classification Graph Neural Network
Code Code Available Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs Feb 9, 2020 Node Classification Representation Learning
— Unverified Fake News Detection on News-Oriented Heterogeneous Information Networks through Hierarchical Graph Attention Feb 5, 2020 Articles Fake News Detection
— Unverified MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding Feb 5, 2020 Clustering Diversity
Code Code Available Graph Representation Learning via Graphical Mutual Information Maximization Feb 4, 2020 Graph Representation Learning Link Prediction
Code Code Available Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification Feb 2, 2020 General Classification Node Classification
— Unverified LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding Feb 1, 2020 Community Detection Graph Embedding
Code Code Available Which way? Direction-Aware Attributed Graph Embedding Jan 30, 2020 General Classification Graph Embedding
Code Code Available Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification Jan 22, 2020 General Classification Graph Learning
Code Code Available Graph Ordering: Towards the Optimal by Learning Jan 18, 2020 Combinatorial Optimization Community Detection
— Unverified Node Masking: Making Graph Neural Networks Generalize and Scale Better Jan 17, 2020 Node Classification Transductive Learning
— Unverified Graph Inference Learning for Semi-supervised Classification Jan 17, 2020 Classification General Classification
— Unverified Document Network Projection in Pretrained Word Embedding Space Jan 16, 2020 Clustering General Classification
— Unverified Graph-Bert: Only Attention is Needed for Learning Graph Representations Jan 15, 2020 Attribute Clustering
Code Code Available Graph-FCN for image semantic segmentation Jan 2, 2020 Deep Learning General Classification
— Unverified LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding. Jan 1, 2020 Clustering Community Detection
Code Code Available Robust Graph Representation Learning via Neural Sparsification Jan 1, 2020 Fraud Detection Graph Representation Learning
Code Code Available Unifying Graph Convolutional Networks as Matrix Factorization Jan 1, 2020 Distributed Computing Node Classification
— Unverified Multi-Label Graph Convolutional Network Representation Learning Dec 26, 2019 Multi-Label Classification Node Classification
— Unverified Neural Subgraph Isomorphism Counting Dec 25, 2019 Domain Adaptation Graph Learning
Code Code Available A Non-negative Symmetric Encoder-Decoder Approach for Community Detection Dec 24, 2019 Clustering Community Detection
— Unverified An Attention-based Graph Neural Network for Heterogeneous Structural Learning Dec 19, 2019 Graph Embedding Graph Neural Network
Code Code Available Expanding Label Sets for Graph Convolutional Networks Dec 18, 2019 Clustering General Classification
— Unverified Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection Dec 17, 2019 Community Detection Graph Embedding
Code Code Available Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available Continuous Graph Neural Networks Dec 2, 2019 Node Classification
Code Code Available Gaussian Embedding of Large-scale Attributed Graphs Dec 2, 2019 Graph Embedding Link Prediction
Code Code Available Graph Agreement Models for Semi-Supervised Learning Dec 1, 2019 Classification General Classification
— Unverified SGAS: Sequential Greedy Architecture Search Nov 30, 2019 Classification General Classification
Code Code Available 