Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective Jun 10, 2019 Adversarial Robustness Classification
Code Code Available Attacking Graph Convolutional Networks via Rewiring Jun 10, 2019 General Classification Graph Classification
— Unverified DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph 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 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 Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks May 20, 2019 Clustering Computational Efficiency
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 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 Graph Convolutional Networks with EigenPooling Apr 30, 2019 Classification General Classification
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 Topological based classification of paper domains using graph convolutional networks Apr 10, 2019 Classification General Classification
— Unverified Semi-Supervised Graph Classification: A Hierarchical Graph Perspective Apr 10, 2019 Classification General Classification
Code Code Available 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 Learning Discrete Structures for Graph Neural Networks Mar 28, 2019 Music Genre Recognition Node Classification
Code Code Available Node Embedding over Temporal Graphs Mar 21, 2019 Clustering Link Prediction
Code Code Available A Comparative Study for Unsupervised Network Representation Learning Mar 19, 2019 Experimental Design Link Prediction
— Unverified Fisher-Bures Adversary Graph Convolutional Networks Mar 11, 2019 Graph Neural Network Node Classification
Code Code Available Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method Mar 9, 2019 Few-Shot Learning Node Classification
— Unverified Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available Gated Graph Convolutional Recurrent Neural Networks Mar 5, 2019 Node Classification
Code Code Available GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Mar 2, 2019 CPU Dimensionality Reduction
Code Code Available Virtual Adversarial Training on Graph Convolutional Networks in Node Classification Feb 28, 2019 Classification General Classification
— Unverified EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
Code Code Available Batch Virtual Adversarial Training for Graph Convolutional Networks Feb 25, 2019 General Classification Node Classification
— Unverified Adversarial Attacks on Graph Neural Networks via Meta Learning Feb 22, 2019 General Classification Meta-Learning
Code Code Available Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure Feb 20, 2019 Articles General Classification
Code Code Available Simplifying Graph Convolutional Networks Feb 19, 2019 Graph Regression Image Classification
Code Code Available Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification Feb 13, 2019 Classification General Classification
Code Code Available Deep Node Ranking for Neuro-symbolic Structural Node Embedding and Classification Feb 11, 2019 Classification General Classification
Code Code Available Representation Learning for Heterogeneous Information Networks via Embedding Events Jan 29, 2019 Link Prediction Node Classification
Code Code Available Hypergraph Convolution and Hypergraph Attention Jan 23, 2019 Graph Neural Network Node Classification
— Unverified Network Lens: Node Classification in Topologically Heterogeneous Networks Jan 15, 2019 Classification General Classification
— Unverified Search Efficient Binary Network Embedding Jan 14, 2019 Attribute Network Embedding
Code Code Available Attributed Network Embedding via Subspace Discovery Jan 14, 2019 Attribute Clustering
Code Code Available 