Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data Jun 27, 2018 Graph Sampling Node 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 t-PINE: Tensor-based Predictable and Interpretable Node Embeddings May 3, 2018 General Classification Link Prediction
— Unverified RECS: Robust Graph Embedding Using Connection Subgraphs May 3, 2018 General Classification Graph Embedding
— 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 GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs Mar 20, 2018 General Classification Node Classification
Code Code Available Graph Partition Neural Networks for Semi-Supervised Classification Mar 16, 2018 Classification General Classification
Code Code Available GPSP: Graph Partition and Space Projection based Approach for Heterogeneous Network Embedding Mar 7, 2018 Clustering General Classification
Code Code Available MILE: A Multi-Level Framework for Scalable Graph Embedding Feb 26, 2018 Graph Embedding Node Classification
Code Code Available N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification Feb 24, 2018 General Classification Node Classification
Code Code Available Learning to Make Predictions on Graphs with Autoencoders Feb 23, 2018 Classification General Classification
Code Code Available Semi-Supervised Learning on Graphs Based on Local Label Distributions Feb 15, 2018 Attribute General Classification
— Unverified Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Jan 22, 2018 Model Selection Node Classification
Code Code Available GraphGAN: Generating Graphs via Random Walks Jan 1, 2018 Graph Generation Link Prediction
— Unverified Fast Node Embeddings: Learning Ego-Centric Representations Jan 1, 2018 Link Prediction Machine Translation
— Unverified Network of Graph Convolutional Networks Trained on Random Walks Jan 1, 2018 General Classification Node Classification
— Unverified GraphGAN: Graph Representation Learning with Generative Adversarial Nets Nov 22, 2017 Computational Efficiency Graph Representation Learning
Code Code Available Adversarial Network Embedding Nov 21, 2017 Link Prediction Network Embedding
— Unverified Residual Gated Graph ConvNets Nov 20, 2017 Clustering General Classification
Code Code Available Motif-based Convolutional Neural Network on Graphs Nov 15, 2017 General Classification Node Classification
Code Code Available Enhancing Network Embedding with Auxiliary Information: An Explicit Matrix Factorization Perspective Nov 11, 2017 Link Prediction Network Embedding
Code Code Available Watch Your Step: Learning Node Embeddings via Graph Attention Oct 26, 2017 Graph Attention Graph Embedding
Code Code Available Sparse Diffusion-Convolutional Neural Networks Oct 26, 2017 Computational Efficiency General Classification
— Unverified Graph Embedding with Rich Information through Heterogeneous Network Oct 18, 2017 General Classification Graph Embedding
— Unverified Supervised Q-walk for Learning Vector Representation of Nodes in Networks Oct 3, 2017 Classification General Classification
— Unverified A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications Sep 22, 2017 Diversity Graph Embedding
— Unverified Network Vector: Distributed Representations of Networks with Global Context Sep 7, 2017 General Classification Node Classification
— Unverified metapath2vec: Scalable Representation Learning for Heterogeneous Networks Aug 1, 2017 Clustering Link Prediction
Code Code Available Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking Jul 12, 2017 Inductive Learning Link Prediction
Code Code Available Graph Convolution: A High-Order and Adaptive Approach Jun 29, 2017 General Classification Node Classification
— Unverified Attributed Network Embedding for Learning in a Dynamic Environment Jun 6, 2017 Attribute Clustering
— Unverified CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters May 22, 2017 Community Detection Deep Learning
Code Code Available Active Learning for Graph Embedding May 15, 2017 Active Learning Graph Embedding
Code Code Available struc2vec: Learning Node Representations from Structural Identity Apr 11, 2017 Graph Embedding Network Embedding
Code Code Available Learning Deep Matrix Representations Mar 4, 2017 EEG Electroencephalogram (EEG)
— Unverified Distributed Representation of Subgraphs Feb 22, 2017 Community Detection Node Classification
— Unverified Geometric deep learning on graphs and manifolds using mixture model CNNs Nov 25, 2016 Deep Learning Document Classification
Code Code Available From Node Embedding To Community Embedding Oct 31, 2016 Graph Embedding Node Classification
Code Code Available Dynamic Stacked Generalization for Node Classification on Networks Oct 16, 2016 Classification General Classification
— Unverified A General Framework for Content-enhanced Network Representation Learning Oct 10, 2016 Network Embedding Node Classification
— Unverified A Tutorial on Online Supervised Learning with Applications to Node Classification in Social Networks Aug 31, 2016 General Classification Node Classification
— Unverified Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering Jun 30, 2016 Node Classification Skeleton Based Action Recognition
Code Code Available Diffusion-Convolutional Neural Networks Nov 6, 2015 Classification General Classification
Code Code Available 