Learning Deep Graph Representations via Convolutional Neural Networks Apr 5, 2020 General Classification Graph Classification
Code Code Available A Collective Learning Framework to Boost GNN Expressiveness Mar 26, 2020 Classification General Classification
— Unverified Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay Mar 22, 2020 Graph Classification Graph Learning
— Unverified Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification Mar 18, 2020 Classification Few-Shot Learning
— Unverified Unsupervised Hierarchical Graph Representation Learning by Mutual Information Maximization Mar 18, 2020 General Classification Graph Classification
Code Code Available Wasserstein-based Graph Alignment Mar 12, 2020 Graph Classification
— Unverified Ego-based Entropy Measures for Structural Representations Mar 1, 2020 General Classification Graph Classification
— Unverified An End-to-End Graph Convolutional Kernel Support Vector Machine Feb 29, 2020 Classification Feature Engineering
— Unverified Distance Metric Learning for Graph Structured Data Feb 3, 2020 Computational Efficiency General Classification
Code Code Available GL2vec: Graph Embedding Enriched by Line Graphs with Edge Features Jan 23, 2020 General Classification Graph Classification
— Unverified Graph Attentional Autoencoder for Anticancer Hyperfood Prediction Jan 16, 2020 General Classification Graph Classification
— Unverified Understanding the Power of Persistence Pairing via Permutation Test Jan 16, 2020 General Classification Graph Classification
— Unverified Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport Dec 24, 2019 Graph Classification
Code Code Available Multi-Channel Graph Convolutional Networks Dec 17, 2019 Clustering Graph Classification
— Unverified Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified Coloring graph neural networks for node disambiguation Dec 12, 2019 Graph Classification Graph Neural Network
— Unverified Bayesian Hyperparameter Optimization with BoTorch, GPyTorch and Ax Dec 11, 2019 Bayesian Optimization Gaussian Processes
— Unverified Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available Rethinking the Item Order in Session-based Recommendation with Graph Neural Networks Nov 27, 2019 Graph Classification Recommendation Systems
Code Code Available Independence Promoted Graph Disentangled Networks Nov 26, 2019 Clustering Graph Classification
— Unverified Scalable Global Alignment Graph Kernel Using Random Features: From Node Embedding to Graph Embedding Nov 25, 2019 Graph Classification Graph Embedding
— Unverified ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available A Hierarchy of Graph Neural Networks Based on Learnable Local Features Nov 13, 2019 General Classification Graph Classification
— Unverified Fundamental Limits of Deep Graph Convolutional Networks Oct 28, 2019 Graph Classification Graph Representation Learning
— Unverified Understanding Isomorphism Bias in Graph Data Sets Oct 26, 2019 General Classification Graph Classification
Code Code Available Bayesian Graph Convolutional Neural Networks Using Non-Parametric Graph Learning Oct 26, 2019 Bayesian Inference General Classification
— Unverified Deep Learning for Molecular Graphs with Tiered Graph Autoencoders and Graph Prediction Oct 24, 2019 General Classification Graph Classification
— Unverified Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling Oct 24, 2019 Graph Classification Representation Learning
Code Code Available 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 Universal Graph Transformer Self-Attention Networks Sep 26, 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 Ordinary differential equations on graph networks Sep 25, 2019 Graph Classification Graph Neural Network
— 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 Haar Graph Pooling Sep 25, 2019 General Classification Graph Classification
Code Code Available Diagonal Graph Convolutional Networks with Adaptive Neighborhood Aggregation Sep 25, 2019 Graph Attention Graph Classification
— Unverified Unsupervised Universal Self-Attention Network for Graph Classification Sep 25, 2019 Classification Graph Classification
— Unverified Subgraph Attention for Node Classification and Hierarchical Graph Pooling Sep 25, 2019 Classification Graph Classification
— Unverified Empowering Graph Representation Learning with Paired Training and Graph Co-Attention Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified Unsupervised Hierarchical Graph Representation Learning with Variational Bayes Sep 25, 2019 Graph Classification Graph Representation Learning
— Unverified Topology-Aware Pooling via Graph Attention Sep 25, 2019 Graph Attention Graph Classification
— Unverified Mincut Pooling in Graph Neural Networks Sep 25, 2019 Graph Classification
— Unverified 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 