LanczosNet: Multi-Scale Deep Graph Convolutional Networks Jan 6, 2019 Node Classification
Code Code Available Graph Neural Networks with convolutional ARMA filters Jan 5, 2019 Classification General Classification
Code Code Available Dynamic Graph Representation Learning via Self-Attention Networks Dec 22, 2018 General Classification Graph Embedding
Code Code Available Graph Node-Feature Convolution for Representation Learning Nov 30, 2018 Node Classification Representation Learning
Code Code Available Enhanced Network Embedding with Text Information Nov 29, 2018 Clustering Multi-class Classification
Code Code Available Attributed Network Embedding for Incomplete Attributed Networks Nov 28, 2018 Attribute Link Prediction
Code Code Available Node Embedding with Adaptive Similarities for Scalable Learning over Graphs Nov 27, 2018 Clustering Community Detection
Code Code Available DynamicGEM: A Library for Dynamic Graph Embedding Methods Nov 26, 2018 Dynamic graph embedding General Classification
Code Code Available Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules Nov 23, 2018 Classification General Classification
Code Code Available MGCN: Semi-supervised Classification in Multi-layer Graphs with Graph Convolutional Networks Nov 21, 2018 General Classification Graph Embedding
Code Code Available Role action embeddings: scalable representation of network positions Nov 19, 2018 General Classification Graph Neural Network
Code Code Available Pitfalls of Graph Neural Network Evaluation Nov 14, 2018 Graph Mining Graph Neural Network
Code Code Available Multi-Task Graph Autoencoders Nov 7, 2018 General Classification Graph Embedding
Code Code Available Towards Sparse Hierarchical Graph Classifiers Nov 3, 2018 Classification General Classification
Code Code Available Accurate, Efficient and Scalable Graph Embedding Oct 28, 2018 Clustering Graph Embedding
Code Code Available Streaming Graph Neural Networks Oct 24, 2018 Community Detection General Classification
Code Code Available Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection Oct 22, 2018 Community Detection Decoder
Code Code Available Binarized Attributed Network Embedding Oct 22, 2018 Graph Embedding Link Prediction
Code Code Available Node Representation Learning for Directed Graphs Oct 22, 2018 General Classification Graph Reconstruction
— Unverified TNE: A Latent Model for Representation Learning on Networks Oct 16, 2018 Community Detection Link Prediction
— Unverified Predict then Propagate: Graph Neural Networks meet Personalized PageRank Oct 14, 2018 General Classification Node Classification
Code Code Available Attention Models with Random Features for Multi-layered Graph Embeddings Oct 2, 2018 Network Embedding Node Classification
— Unverified How Powerful are Graph Neural Networks? Oct 1, 2018 General Classification Graph Classification
Code Code Available Graph U-Net Sep 27, 2018 Decoder Graph Embedding
— Unverified Deep Graph Infomax Sep 27, 2018 General Classification Inductive Learning
Code Code Available Universal Network Representation for Heterogeneous Information Networks Sep 26, 2018 Node Classification
— Unverified Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning Sep 26, 2018 General Classification Node Classification
Code Code Available Improved Deep Embeddings for Inferencing with Multi-Layered Networks Sep 20, 2018 Community Detection Link Prediction
— Unverified Adaptive Sampling Towards Fast Graph Representation Learning Sep 14, 2018 Graph Representation Learning Node Classification
Code Code Available Higher-order Graph Convolutional Networks Sep 12, 2018 General Classification Graph Attention
— Unverified Node Classification for Signed Social Networks Using Diffuse Interface Methods Sep 7, 2018 Classification General Classification
Code Code Available Exploiting Edge Features in Graph Neural Networks Sep 7, 2018 General Classification Graph Attention
— Unverified Learning Embeddings of Directed Networks with Text-Associated Nodes---with Applications in Software Package Dependency Networks Sep 7, 2018 Network Embedding Node Classification
— Unverified Deep Feature Learning of Multi-Network Topology for Node Classification Sep 7, 2018 General Classification Network Embedding
— Unverified BiasedWalk: Biased Sampling for Representation Learning on Graphs Sep 7, 2018 Community Detection General Classification
Code Code Available Large-Scale Learnable Graph Convolutional Networks Aug 12, 2018 Document Classification Inductive Learning
Code Code Available Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data Jun 27, 2018 Graph Sampling Node Classification
Code Code Available Hierarchical Graph Representation Learning with Differentiable Pooling Jun 22, 2018 General Classification Graph Classification
Code Code Available Representation Learning on Graphs with Jumping Knowledge Networks Jun 9, 2018 Graph Attention Node Classification
Code Code Available Spectral Network Embedding: A Fast and Scalable Method via Sparsity Jun 7, 2018 Link Prediction Network Embedding
— Unverified Fusion Graph Convolutional Networks May 31, 2018 General Classification Node Classification
Code Code Available Adversarial Attacks on Neural Networks for Graph Data May 21, 2018 General Classification Node Classification
Code Code Available Diffusion Based Network Embedding May 9, 2018 Network Embedding Node Classification
— Unverified Billion-scale Network Embedding with Iterative Random Projection May 7, 2018 Distributed Computing Link Prediction
Code Code Available RECS: Robust Graph Embedding Using Connection Subgraphs May 3, 2018 General Classification Graph Embedding
— Unverified t-PINE: Tensor-based Predictable and Interpretable Node Embeddings May 3, 2018 General Classification Link Prediction
— Unverified Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network Embedding Apr 23, 2018 Clustering Community Detection
Code Code Available Graph Convolutional Neural Networks via Scattering Mar 31, 2018 Node Classification
Code Code Available Graphite: Iterative Generative Modeling of Graphs Mar 28, 2018 Density Estimation General Classification
Code Code Available Fast Sequence Based Embedding with Diffusion Graphs Mar 20, 2018 Clustering Community Detection
Code Code Available 