Semi-supervisedly Co-embedding Attributed Networks Oct 31, 2019 Attribute 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 Collaborative Graph Walk for Semi-supervised Multi-Label Node Classification Oct 22, 2019 Classification General Classification
Code Code Available Recurrent Attention Walk for Semi-supervised 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 Link Prediction via Graph Attention Network Oct 10, 2019 Graph Attention Information Retrieval
— Unverified Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs Oct 7, 2019 hyperedge classification hypergraph embedding
Code Code Available Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
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 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 PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions Sep 25, 2019 Community Detection Graph Embedding
— Unverified GraphMix: Improved Training of GNNs for Semi-Supervised Learning Sep 25, 2019 Generalization Bounds Graph Attention
Code Code Available Ordinary differential equations on graph networks Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified Octave Graph Convolutional Network Sep 25, 2019 Node Classification Representation Learning
— Unverified Subgraph Attention for Node Classification and Hierarchical Graph Pooling Sep 25, 2019 Classification Graph Classification
— Unverified Chordal-GCN: Exploiting sparsity in training large-scale graph convolutional networks Sep 25, 2019 Node 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 Unsupervised Learning of Node Embeddings by Detecting Communities Sep 25, 2019 Clustering Node Classification
— Unverified Transfer Active Learning For Graph Neural Networks Sep 25, 2019 Active Learning Node Classification
— Unverified Node Injection Attacks on Graphs via Reinforcement Learning Sep 14, 2019 Node Classification reinforcement-learning
— Unverified GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Sep 12, 2019 Graph Neural Network Node Classification
Code Code Available Kernel Node Embeddings Sep 8, 2019 Link Prediction Node Classification
Code Code Available Auto-GNN: Neural Architecture Search of Graph Neural Networks Sep 7, 2019 Language Modeling Language Modelling
— Unverified Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Sep 7, 2019 Node Classification
— Unverified Graph Representation Ensemble Learning Sep 6, 2019 Ensemble Learning Graph Embedding
Code Code Available Graph Transfer Learning via Adversarial Domain Adaptation with Graph Convolution Sep 4, 2019 Domain Adaptation General Classification
Code Code Available Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Sep 3, 2019 Graph Learning Node Classification
Code Code Available Initialization for Network Embedding: A Graph Partition Approach Aug 28, 2019 General Classification graph partitioning
— Unverified Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks Aug 28, 2019 General Classification Graph Embedding
Code Code Available hpGAT: High-order Proximity Informed Graph Attention Network Aug 28, 2019 Graph Attention Node Classification
— Unverified motif2vec: Motif Aware Node Representation Learning for Heterogeneous Networks Aug 22, 2019 BIG-bench Machine Learning Feature Engineering
— Unverified Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph Aug 22, 2019 Deep Learning Knowledge Graphs
Code Code Available AHINE: Adaptive Heterogeneous Information Network Embedding Aug 20, 2019 Link Prediction Network Embedding
— Unverified Transferring Robustness for Graph Neural Network Against Poisoning Attacks Aug 20, 2019 Graph Neural Network Node Classification
Code Code Available MEGAN: A Generative Adversarial Network for Multi-View Network Embedding Aug 20, 2019 Generative Adversarial Network Link Prediction
— Unverified HONEM: Learning Embedding for Higher Order Networks Aug 15, 2019 Feature Engineering Link Prediction
— Unverified AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Aug 14, 2019 Graph Neural Network Node Classification
Code Code Available End-to-End Learning from Complex Multigraphs with Latent-Graph Convolutional Networks Aug 14, 2019 General Classification Node Classification
Code Code Available 