Minimal Driver Nodes for Structural Controllability of Large-Scale Dynamical Systems: Node Classification Nov 26, 2019 Node Classification
— Unverified BHIN2vec: Balancing the Type of Relation in Heterogeneous Information Network Nov 26, 2019 Network Embedding Node Classification
— Unverified Customized Graph Embedding: Tailoring Embedding Vectors to different Applications Nov 21, 2019 Graph Embedding Graph Mining
— Unverified Exponential Family Graph Embeddings Nov 20, 2019 Graph Embedding Graph Learning
— Unverified Heterogeneous Deep Graph Infomax Nov 19, 2019 Classification Clustering
Code Code Available ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks Nov 17, 2019 Node Classification
Code Code Available On the choice of graph neural network architectures Nov 13, 2019 Graph Neural Network Node Classification
Code Code Available A Hierarchy of Graph Neural Networks Based on Learnable Local Features Nov 13, 2019 General Classification Graph Classification
— Unverified Constant Curvature Graph Convolutional Networks Nov 12, 2019 Node Classification
— Unverified A Capsule Network-based Model for Learning Node Embeddings Nov 12, 2019 General Classification Node Classification
Code Code Available Higher-order Weighted Graph Convolutional Networks Nov 11, 2019 Node Classification
— Unverified HighwayGraph: Modelling Long-distance Node Relations for Improving General Graph Neural Network Nov 10, 2019 General Classification Graph Neural Network
— Unverified Bayesian Graph Convolutional Neural Networks using Node Copying Nov 8, 2019 Node Classification
— Unverified Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available Graph Convolutional Networks Meet with High Dimensionality Reduction Nov 7, 2019 Benchmarking Dimensionality Reduction
Code Code Available Graph Transformer Networks Nov 6, 2019 General Classification Heterogeneous Node Classification
Code Code Available GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction Nov 5, 2019 Community Detection General Classification
Code Code Available Dynamic Graph Embedding via LSTM History Tracking Nov 5, 2019 Anomaly Detection Dynamic graph embedding
— Unverified Semi-supervisedly Co-embedding Attributed Networks Oct 31, 2019 Attribute Node Classification
Code Code Available Diffusion Improves Graph Learning Oct 28, 2019 Clustering Graph Learning
Code Code Available Hyperbolic Graph Convolutional Neural Networks Oct 28, 2019 Link Prediction Node Classification
Code Code Available Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data Oct 28, 2019 Classification Few-Shot Learning
Code Code Available Pre-train and Learn: Preserve Global Information for Graph Neural Networks Oct 27, 2019 Attribute Node Classification
Code Code Available Bayesian Graph Convolutional Neural Networks Using Non-Parametric Graph Learning Oct 26, 2019 Bayesian Inference General Classification
— Unverified DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters Oct 24, 2019 Document Classification General Classification
Code Code Available Network2Vec Learning Node Representation Based on Space Mapping in Networks Oct 23, 2019 General Classification Link Prediction
— Unverified Recurrent Attention Walk for Semi-supervised Classification Oct 22, 2019 Classification General Classification
Code Code Available Collaborative Graph Walk for Semi-supervised Multi-Label Node Classification Oct 22, 2019 Classification General Classification
Code Code Available Active Learning for Graph Neural Networks via Node Feature Propagation Oct 16, 2019 Active Learning Clustering
— Unverified DeepGCNs: Making GCNs Go as Deep as CNNs Oct 15, 2019 3D Point Cloud Classification 3D Semantic Segmentation
Code Code Available Link Prediction via Graph Attention Network Oct 10, 2019 Graph Attention Information Retrieval
— Unverified Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
Code Code Available Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs Oct 7, 2019 hyperedge classification hypergraph embedding
Code Code Available Effective Stabilized Self-Training on Few-Labeled Graph Data Oct 7, 2019 Benchmarking Model Selection
Code Code Available Rethinking Kernel Methods for Node Representation Learning on Graphs Oct 6, 2019 Classification General Classification
Code Code Available Dynamic Embedding on Textual Networks via a Gaussian Process Oct 5, 2019 Link Prediction Network Embedding
Code Code Available Dynamic Joint Variational Graph Autoencoders Oct 4, 2019 Clustering Graph Clustering
— Unverified Learning Robust Representations with Graph Denoising Policy Network Oct 4, 2019 Denoising Graph Representation Learning
— Unverified On the Equivalence between Positional Node Embeddings and Structural Graph Representations Oct 1, 2019 Inductive Learning Link Prediction
Code Code Available Dimensionwise Separable 2-D Graph Convolution for Unsupervised and Semi-Supervised Learning on Graphs Sep 26, 2019 Attribute Clustering
Code Code Available Transfer Active Learning For Graph Neural Networks Sep 25, 2019 Active Learning Node Classification
— Unverified Octave Graph Convolutional Network Sep 25, 2019 Node Classification Representation Learning
— Unverified Unsupervised Learning of Node Embeddings by Detecting Communities Sep 25, 2019 Clustering Node Classification
— Unverified Chordal-GCN: Exploiting sparsity in training large-scale graph convolutional networks Sep 25, 2019 Node Classification
— Unverified Subgraph Attention for Node Classification and Hierarchical Graph Pooling Sep 25, 2019 Classification Graph Classification
— Unverified Uncertainty-Aware Prediction for Graph Neural Networks Sep 25, 2019 Classification Node Classification
— Unverified Attributed Graph Learning with 2-D Graph Convolution Sep 25, 2019 Attribute Graph Learning
— Unverified Dimensional Reweighting Graph Convolution Networks Sep 25, 2019 Node Classification
— Unverified Active Learning Graph Neural Networks via Node Feature Propagation Sep 25, 2019 Active Learning Node Classification
— Unverified 