Graph-based Security and Privacy Analytics via Collective Classification with Joint Weight Learning and Propagation Dec 4, 2018 Attribute Classification
— Unverified Bayesian graph convolutional neural networks for semi-supervised classification Nov 27, 2018 Classification General Classification
Code Code Available Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules Nov 23, 2018 Classification General Classification
Code Code Available Discriminative Graph Autoencoder Nov 17, 2018 Graph Classification Graph Representation Learning
— Unverified Graph Convolutional Neural Networks via Motif-based Attention Nov 11, 2018 General Classification Graph Classification
— Unverified Gaussian-Induced Convolution for Graphs Nov 11, 2018 Graph Classification Learning Representation On Graph
— Unverified A simple yet effective baseline for non-attributed graph classification Nov 8, 2018 Classification Computational Efficiency
Code Code Available Towards Sparse Hierarchical Graph Classifiers Nov 3, 2018 Classification General Classification
Code Code Available Community Detection with Graph Neural Networks Oct 25, 2018 Community Detection Graph Classification
Code Code Available Streaming Graph Neural Networks Oct 24, 2018 Community Detection General Classification
Code Code Available A Simple Baseline Algorithm for Graph Classification Oct 22, 2018 BIG-bench Machine Learning Classification
Code Code Available Network Classification Based Structural Analysis of Real Networks and their Model-Generated Counterparts Oct 19, 2018 BIG-bench Machine Learning Graph Classification
Code Code Available Geometric Scattering for Graph Data Analysis Oct 7, 2018 General Classification Graph Classification
— Unverified Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Oct 4, 2018 Graph Classification
Code Code Available How Powerful are Graph Neural Networks? Oct 1, 2018 General Classification Graph Classification
Code Code Available Learning-based Efficient Graph Similarity Computation via Multi-Scale Convolutional Set Matching Sep 10, 2018 Clustering Combinatorial Optimization
Code Code Available RetGK: Graph Kernels based on Return Probabilities of Random Walks Sep 7, 2018 Computational Efficiency General Classification
— Unverified Exploiting Edge Features in Graph Neural Networks Sep 7, 2018 General Classification Graph Attention
— Unverified Graph Convolutional Neural Networks based on Quantum Vertex Saliency Sep 4, 2018 General Classification Graph Classification
— Unverified SimGNN: A Neural Network Approach to Fast Graph Similarity Computation Aug 16, 2018 Graph Classification Graph Neural Network
Code Code Available Attention Models in Graphs: A Survey Jul 20, 2018 Graph Attention Graph Classification
Code Code Available Graph Classification using Structural Attention Jul 19, 2018 Classification General Classification
Code Code Available When Work Matters: Transforming Classical Network Structures to Graph CNN Jul 7, 2018 Graph Classification Video Understanding
— Unverified Hierarchical Graph Representation Learning with Differentiable Pooling Jun 22, 2018 General Classification Graph Classification
Code Code Available GraKeL: A Graph Kernel Library in Python Jun 6, 2018 Clustering General Classification
Code Code Available Anonymous Walk Embeddings May 30, 2018 General Classification Graph Classification
Code Code Available Optimal Transport for structured data with application on graphs May 23, 2018 Clustering Graph Classification
Code Code Available Graph Capsule Convolutional Neural Networks May 21, 2018 Deep Learning General Classification
Code Code Available Learning Graph-Level Representations with Recurrent Neural Networks May 20, 2018 General Classification Graph Classification
Code Code Available Change Point Methods on a Sequence of Graphs May 18, 2018 Graph Classification Seizure Detection
— Unverified An End-to-End Deep Learning Architecture for Graph Classification Apr 29, 2018 Deep Learning General Classification
Code Code Available Walk-Steered Convolution for Graph Classification Apr 16, 2018 Classification Clustering
— Unverified Kernel Graph Convolutional Neural Nets Jan 1, 2018 Graph Classification
— Unverified DGCNN: Disordered Graph Convolutional Neural Network Based on the Gaussian Mixture Model Dec 10, 2017 Graph Classification Graph Similarity
— Unverified Hunt For The Unique, Stable, Sparse And Fast Feature Learning On Graphs Dec 1, 2017 General Classification Graph Classification
Code Code Available SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels Nov 24, 2017 Deep Learning General Classification
Code Code Available Residual Gated Graph ConvNets Nov 20, 2017 Clustering General Classification
Code Code Available Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available Kernel Graph Convolutional Neural Networks Oct 29, 2017 General Classification Graph Classification
Code Code Available Deep Graph Attention Model Sep 15, 2017 General Classification Graph Attention
— Unverified Learning Universal Adversarial Perturbations with Generative Models Aug 17, 2017 Graph Classification
Code Code Available Graph Classification via Deep Learning with Virtual Nodes Aug 14, 2017 Classification Deep Learning
— Unverified Graph Classification with 2D Convolutional Neural Networks Jul 29, 2017 Classification General Classification
— Unverified graph2vec: Learning Distributed Representations of Graphs Jul 17, 2017 Clustering General Classification
Code Code Available Kernel method for persistence diagrams via kernel embedding and weight factor Jun 12, 2017 Graph Classification Topological Data Analysis
Code Code Available Sliced Wasserstein Kernel for Persistence Diagrams Jun 11, 2017 Graph Classification Topological Data Analysis
— Unverified Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available Dynamics Based Features For Graph Classification May 30, 2017 Classification General Classification
— Unverified Supervised Community Detection with Line Graph Neural Networks May 23, 2017 Community Detection Graph Classification
Code Code Available Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs Apr 10, 2017 3D Object Classification 3D Point Cloud Classification
Code Code Available 