Learning Discrete Structures for Graph Neural Networks Mar 28, 2019 Music Genre Recognition Node Classification
Code Code Available Node Embedding over Temporal Graphs Mar 21, 2019 Clustering Link Prediction
Code Code Available A Comparative Study for Unsupervised Network Representation Learning Mar 19, 2019 Experimental Design Link Prediction
— Unverified Fisher-Bures Adversary Graph Convolutional Networks Mar 11, 2019 Graph Neural Network Node Classification
Code Code Available Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method Mar 9, 2019 Few-Shot Learning Node Classification
— Unverified GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Mar 2, 2019 CPU Dimensionality Reduction
Code Code Available Virtual Adversarial Training on Graph Convolutional Networks in Node Classification Feb 28, 2019 Classification General Classification
— Unverified Batch Virtual Adversarial Training for Graph Convolutional Networks Feb 25, 2019 General Classification Node Classification
— Unverified Adversarial Attacks on Graph Neural Networks via Meta Learning Feb 22, 2019 General Classification Meta-Learning
Code Code Available Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure Feb 20, 2019 Articles General Classification
Code Code Available Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification Feb 13, 2019 Classification General Classification
Code Code Available Deep Node Ranking for Neuro-symbolic Structural Node Embedding and Classification Feb 11, 2019 Classification General Classification
Code Code Available Representation Learning for Heterogeneous Information Networks via Embedding Events Jan 29, 2019 Link Prediction Node Classification
Code Code Available Hypergraph Convolution and Hypergraph Attention Jan 23, 2019 Graph Neural Network Node Classification
— Unverified Network Lens: Node Classification in Topologically Heterogeneous Networks Jan 15, 2019 Classification General Classification
— Unverified Search Efficient Binary Network Embedding Jan 14, 2019 Attribute Network Embedding
Code Code Available Attributed Network Embedding via Subspace Discovery Jan 14, 2019 Attribute Clustering
Code Code Available 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 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 Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection Oct 22, 2018 Community Detection Decoder
Code Code Available 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 Graph U-Net Sep 27, 2018 Decoder Graph Embedding
— Unverified Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning Sep 26, 2018 General Classification Node Classification
Code Code Available Universal Network Representation for Heterogeneous Information Networks Sep 26, 2018 Node Classification
— Unverified 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 Deep Feature Learning of Multi-Network Topology for Node Classification Sep 7, 2018 General Classification Network Embedding
— 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 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 