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 Semi-Supervised Tensor Factorization for Node Classification in Complex Social Networks Jul 24, 2019 General Classification Node Classification
— Unverified 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 Fast Haar Transforms for Graph Neural Networks Jul 10, 2019 General Classification Node Classification
— Unverified Label-Aware Graph Convolutional Networks Jul 10, 2019 Classification General Classification
— Unverified Dimensional Reweighting Graph Convolutional Networks Jul 4, 2019 Node Classification
Code Code Available Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
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 Graph Star Net for Generalized Multi-Task Learning Jun 21, 2019 Classification General Classification
Code Code Available ANAE: Learning Node Context Representation for Attributed Network Embedding Jun 20, 2019 Attribute Decoder
— Unverified Regional based query in graph active learning Jun 20, 2019 Active Learning Classification
Code Code Available 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 Attacking Graph Convolutional Networks via Rewiring Jun 10, 2019 General Classification Graph Classification
— Unverified Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective Jun 10, 2019 Adversarial Robustness Classification
Code Code Available Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks Jun 5, 2019 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph Classification
Code Code Available Coresets for Estimating Means and Mean Square Error with Limited Greedy Samples Jun 3, 2019 Clustering Node Classification
— Unverified Exploiting Edge Features for Graph Neural Networks Jun 1, 2019 General Classification Graph Attention
— Unverified Graph Learning Network: A Structure Learning Algorithm May 29, 2019 Community Detection General Classification
Code Code Available Triple2Vec: Learning Triple Embeddings from Knowledge Graphs May 28, 2019 Clustering Graph Embedding
— Unverified Graph Neural Networks Exponentially Lose Expressive Power for Node Classification May 27, 2019 Classification General Classification
Code Code Available Graph Attention Auto-Encoders May 26, 2019 Decoder Graph Attention
Code Code Available Meta-GNN: On Few-shot Node Classification in Graph Meta-learning May 23, 2019 Few-Shot Learning General Classification
Code Code Available Relation Structure-Aware Heterogeneous Information Network Embedding May 15, 2019 Clustering Link Prediction
— Unverified Graph U-Nets May 11, 2019 Decoder General Classification
Code Code Available Network Representation Learning: Consolidation and Renewed Bearing May 2, 2019 Dimensionality Reduction General Classification
Code Code Available Few-shot Classification on Graphs with Structural Regularized GCNs May 1, 2019 Classification Few-Shot Learning
— Unverified CGNF: Conditional Graph Neural Fields May 1, 2019 General Classification Node Classification
— Unverified Graph Convolutional Networks with EigenPooling Apr 30, 2019 Classification General Classification
Code Code Available MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Apr 30, 2019 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Advancing GraphSAGE with A Data-Driven Node Sampling Apr 29, 2019 General Classification Graph Neural Network
Code Code Available Robust Graph Data Learning via Latent Graph Convolutional Representation Apr 26, 2019 Graph Learning Node Classification
— Unverified Exploring Structure-Adaptive Graph Learning for Robust Semi-Supervised Classification Apr 23, 2019 General Classification Graph Learning
— Unverified GraphNAS: Graph Neural Architecture Search with Reinforcement Learning Apr 22, 2019 General Classification Inductive Learning
Code Code Available Compositional Network Embedding Apr 17, 2019 Attribute Link Prediction
— Unverified Semi-Supervised Graph Classification: A Hierarchical Graph Perspective Apr 10, 2019 Classification General Classification
Code Code Available Topological based classification of paper domains using graph convolutional networks Apr 10, 2019 Classification General Classification
— Unverified Just Jump: Dynamic Neighborhood Aggregation in Graph Neural Networks Apr 9, 2019 General Classification Node Classification
— Unverified DeepGCNs: Can GCNs Go as Deep as CNNs? Apr 7, 2019 3D Semantic Segmentation Graph Classification
Code Code Available Quantum-based subgraph convolutional neural networks Apr 1, 2019 General Classification Graph Classification
— Unverified 