Ordinary differential equations on graph networks Sep 25, 2019 Graph Classification Graph Neural Network
— 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 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 Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Sep 7, 2019 Node Classification
— Unverified Auto-GNN: Neural Architecture Search of Graph Neural Networks Sep 7, 2019 Language Modeling Language Modelling
— 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 Graph Convolutional Networks for Road Networks Aug 30, 2019 Attribute BIG-bench Machine Learning
Code Code Available Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available hpGAT: High-order Proximity Informed Graph Attention Network Aug 28, 2019 Graph Attention Node Classification
— Unverified Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks Aug 28, 2019 General Classification Graph Embedding
Code Code Available Initialization for Network Embedding: A Graph Partition Approach Aug 28, 2019 General Classification graph partitioning
— 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 motif2vec: Motif Aware Node Representation Learning for Heterogeneous Networks Aug 22, 2019 BIG-bench Machine Learning Feature Engineering
— Unverified MEGAN: A Generative Adversarial Network for Multi-View Network Embedding Aug 20, 2019 Generative Adversarial Network Link Prediction
— Unverified 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 HONEM: Learning Embedding for Higher Order Networks Aug 15, 2019 Feature Engineering Link Prediction
— Unverified End-to-End Learning from Complex Multigraphs with Latent-Graph Convolutional Networks Aug 14, 2019 General Classification Node Classification
Code Code Available AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Aug 14, 2019 Graph Neural Network Node Classification
Code Code Available Deep Hashing for Signed Social Network Embedding Aug 12, 2019 Deep Hashing Link Prediction
— Unverified CensNet: Convolution with Edge-Node Switching in Graph Neural Networks Aug 10, 2019 Graph Classification Graph Embedding
— Unverified HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction Aug 7, 2019 Graph Attention Graph Classification
Code Code Available Multi-Relational Classification via Bayesian Ranked Non-Linear Embeddings Aug 6, 2019 Classification Document Classification
— Unverified DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Jul 25, 2019 Classification General Classification
Code Code Available Semi-Supervised Tensor Factorization for Node Classification in Complex Social Networks Jul 24, 2019 General Classification Node Classification
— Unverified Node Attribute Generation on Graphs Jul 23, 2019 Attribute Data Augmentation
Code Code Available Improving Skip-Gram based Graph Embeddings via Centrality-Weighted Sampling Jul 20, 2019 Graph Embedding Network Embedding
— Unverified Snomed2Vec: Random Walk and Poincaré Embeddings of a Clinical Knowledge Base for Healthcare Analytics Jul 19, 2019 Clinical Knowledge Link Prediction
Code Code Available k-hop Graph Neural Networks Jul 13, 2019 General Classification Graph Classification
Code Code Available Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Jul 12, 2019 Classification General Classification
— Unverified GraphSAINT: Graph Sampling Based Inductive Learning Method Jul 10, 2019 Graph Attention Graph Embedding
Code Code Available Label-Aware Graph Convolutional Networks Jul 10, 2019 Classification General Classification
— Unverified Fast Haar Transforms for Graph Neural Networks Jul 10, 2019 General Classification Node Classification
— Unverified Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
Code Code Available Dimensional Reweighting Graph Convolutional Networks Jul 4, 2019 Node Classification
Code Code Available Structure fusion based on graph convolutional networks for semi-supervised classification Jul 2, 2019 Classification General Classification
— Unverified Certifiable Robustness and Robust Training for Graph Convolutional Networks Jun 28, 2019 Node Classification
Code Code Available Signed Graph Attention Networks Jun 26, 2019 Graph Attention Graph Neural Network
Code Code Available Graph Star Net for Generalized Multi-Task Learning Jun 21, 2019 Classification General Classification
Code Code Available Regional based query in graph active learning Jun 20, 2019 Active Learning Classification
Code Code Available ANAE: Learning Node Context Representation for Attributed Network Embedding Jun 20, 2019 Attribute Decoder
— Unverified Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank Jun 17, 2019 CPU Graph Reconstruction
— Unverified Identifying Illicit Accounts in Large Scale E-payment Networks -- A Graph Representation Learning Approach Jun 13, 2019 Graph Embedding Graph Mining
— Unverified Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations Jun 12, 2019 Graph Embedding Link Prediction
Code Code Available Heterogeneous network approach to predict individuals' mental health Jun 11, 2019 Node Classification Recommendation Systems
— Unverified 