Bayesian Graph Neural Networks with Adaptive Connection Sampling Jun 7, 2020 Node Classification
Code Code Available Deep Graph Contrastive Representation Learning Jun 7, 2020 Attribute Contrastive Learning
Code Code Available Network Together: Node Classification via Cross-Network Deep Network Embedding Jun 4, 2020 Domain Adaptation General Classification
Code Code Available Non-Local Graph Neural Networks May 29, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Graph Random Neural Network for Semi-Supervised Learning on Graphs May 22, 2020 Data Augmentation Graph Learning
Code Code Available Understanding Negative Sampling in Graph Representation Learning May 20, 2020 Graph Learning Graph Representation Learning
Code Code Available Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available Semi-supervised Hypergraph Node Classification on Hypergraph Line Expansion May 11, 2020 Classification Graph Learning
Code Code Available SIGN: Scalable Inception Graph Neural Networks Apr 23, 2020 Graph Representation Learning Graph Sampling
Code Code Available Principal Neighbourhood Aggregation for Graph Nets Apr 12, 2020 Graph Classification Graph Regression
Code Code Available Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN Apr 1, 2020 Link Prediction Network Embedding
Code Code Available Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks Mar 18, 2020 Graph Attention Node Classification
Code Code Available Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs Mar 10, 2020 BIG-bench Machine Learning Clustering
Code Code Available A Survey of Adversarial Learning on Graphs Mar 10, 2020 Clustering Graph Clustering
Code Code Available Inductive Representation Learning on Temporal Graphs Feb 19, 2020 Graph Attention Graph Embedding
Code Code Available Adversarial Deep Network Embedding for Cross-network Node Classification Feb 18, 2020 Classification Domain Adaptation
Code Code Available Unifying Graph Convolutional Neural Networks and Label Propagation Feb 17, 2020 Classification General Classification
Code Code Available Disease State Prediction From Single-Cell Data Using Graph Attention Networks Feb 14, 2020 Disease Prediction Graph Attention
Code Code Available Geom-GCN: Geometric Graph Convolutional Networks Feb 13, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Bilinear Graph Neural Network with Neighbor Interactions Feb 10, 2020 General Classification Graph Neural Network
Code Code Available MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding Feb 5, 2020 Clustering Diversity
Code Code Available Graph Representation Learning via Graphical Mutual Information Maximization Feb 4, 2020 Graph Representation Learning Link Prediction
Code Code Available LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding Feb 1, 2020 Community Detection Graph Embedding
Code Code Available Graph-Bert: Only Attention is Needed for Learning Graph Representations Jan 15, 2020 Attribute Clustering
Code Code Available LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network Embedding. Jan 1, 2020 Clustering Community Detection
Code Code Available Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph 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 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 DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Jul 25, 2019 Classification General Classification
Code Code Available Node Attribute Generation on Graphs Jul 23, 2019 Attribute Data Augmentation
Code Code Available GraphSAINT: Graph Sampling Based Inductive Learning Method Jul 10, 2019 Graph Attention Graph Embedding
Code Code Available Signed Graph Attention Networks Jun 26, 2019 Graph Attention Graph Neural Network
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 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 EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
Code Code Available Simplifying Graph Convolutional Networks Feb 19, 2019 Graph Regression Image Classification
Code Code Available Streaming Graph Neural Networks Oct 24, 2018 Community Detection General Classification
Code Code Available How Powerful are Graph Neural Networks? Oct 1, 2018 General Classification Graph Classification
Code Code Available Deep Graph Infomax Sep 27, 2018 General Classification Inductive Learning
Code Code Available Hierarchical Graph Representation Learning with Differentiable Pooling Jun 22, 2018 General Classification Graph Classification
Code Code Available Fast Sequence Based Embedding with Diffusion Graphs Mar 20, 2018 Clustering Community Detection
Code Code Available FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling Jan 30, 2018 Node Classification
Code Code Available RDF2Vec: RDF Graph Embeddings and Their Applications Nov 10, 2017 Entity Embeddings General Knowledge
Code Code Available Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available Neural Message Passing for Quantum Chemistry Apr 4, 2017 Drug Discovery Formation Energy
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