A Hierarchy of Graph Neural Networks Based on Learnable Local Features Nov 13, 2019 General Classification Graph Classification
— Unverified Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available Fundamental Limits of Deep Graph Convolutional Networks Oct 28, 2019 Graph Classification Graph Representation Learning
— Unverified Bayesian Graph Convolutional Neural Networks Using Non-Parametric Graph Learning Oct 26, 2019 Bayesian Inference General Classification
— Unverified Understanding Isomorphism Bias in Graph Data Sets Oct 26, 2019 General Classification Graph Classification
Code Code Available Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling Oct 24, 2019 Graph Classification Representation Learning
Code Code Available Deep Learning for Molecular Graphs with Tiered Graph Autoencoders and Graph Prediction Oct 24, 2019 General Classification Graph Classification
— Unverified Temporal Graph Kernels for Classifying Dissemination Processes Oct 14, 2019 General Classification Graph Classification
— Unverified Rethinking Kernel Methods for Node Representation Learning on Graphs Oct 6, 2019 Classification General Classification
Code Code Available Evolution of Graph Classifiers Oct 4, 2019 Graph Classification
Code Code Available Graph-Hist: Graph Classification from Latent Feature Histograms With Application to Bot Detection Oct 2, 2019 General Classification Graph Classification
— Unverified AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism Oct 1, 2019 General Classification Graph Classification
Code Code Available Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs Sep 26, 2019 Data Augmentation General Classification
— Unverified Universal Graph Transformer Self-Attention Networks Sep 26, 2019 General Classification Graph Classification
Code Code Available Subgraph Attention for Node Classification and Hierarchical Graph Pooling Sep 25, 2019 Classification Graph Classification
— Unverified How can we generalise learning distributed representations of graphs? Sep 25, 2019 Binary Classification Classification
— Unverified HaarPooling: Graph Pooling with Compressive Haar Basis Sep 25, 2019 Graph Classification
— Unverified Diagonal Graph Convolutional Networks with Adaptive Neighborhood Aggregation Sep 25, 2019 Graph Attention Graph Classification
— Unverified Topology-Aware Pooling via Graph Attention Sep 25, 2019 Graph Attention Graph Classification
— Unverified Unsupervised Hierarchical Graph Representation Learning with Variational Bayes Sep 25, 2019 Graph Classification Graph Representation Learning
— Unverified Ordinary differential equations on graph networks Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified Empowering Graph Representation Learning with Paired Training and Graph Co-Attention Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified Unsupervised Universal Self-Attention Network for Graph Classification Sep 25, 2019 Classification Graph Classification
— Unverified Mincut Pooling in Graph Neural Networks Sep 25, 2019 Graph Classification
— Unverified Haar Graph Pooling Sep 25, 2019 General Classification Graph Classification
Code Code Available Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning Sep 22, 2019 Decoder Graph Classification
Code Code Available A Non-Negative Factorization approach to node pooling in Graph Convolutional Neural Networks Sep 7, 2019 Graph Classification
— Unverified NEAR: Neighborhood Edge AggregatoR for Graph Classification Sep 6, 2019 Classification General Classification
— Unverified Deep Weisfeiler-Lehman Assignment Kernels via Multiple Kernel Learning Aug 19, 2019 General Classification Graph Classification
— Unverified Invariant embedding for graph classification Aug 18, 2019 Classification General Classification
— 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 Graph Neural Networks for Small Graph and Giant Network Representation Learning: An Overview Aug 1, 2019 Graph Classification Graph Neural Network
— Unverified InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization Jul 31, 2019 Graph Classification Molecular Property Prediction
Code Code Available IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Jul 22, 2019 Classification General Classification
Code Code Available Topology Based Scalable Graph Kernels Jul 15, 2019 Graph Classification
— Unverified 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 Label-Aware Graph Convolutional Networks Jul 10, 2019 Classification General Classification
— Unverified Graph Representation Learning via Hard and Channel-Wise Attention Networks Jul 5, 2019 Graph Attention Graph 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 iPool -- Information-based Pooling in Hierarchical Graph Neural Networks Jul 1, 2019 Graph Classification
— Unverified Spectral Clustering with Graph Neural Networks for Graph Pooling Jun 30, 2019 Clustering Graph Classification
Code Code Available Graph Star Net for Generalized Multi-Task Learning Jun 21, 2019 Classification General Classification
Code Code Available Attacking Graph Convolutional Networks via Rewiring Jun 10, 2019 General Classification Graph Classification
— Unverified A Persistent Weisfeiler–Lehman Procedure for Graph Classification Jun 9, 2019 Classification General Classification
Code Code Available Labeled Graph Generative Adversarial Networks Jun 7, 2019 Graph Classification Image Generation
— Unverified DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph Classification
Code Code Available GOT: An Optimal Transport framework for Graph comparison Jun 5, 2019 Graph Classification
Code Code Available Wasserstein Weisfeiler-Lehman Graph Kernels Jun 4, 2019 Graph Classification
Code Code Available 