Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available Towards Better Graph Representation: Two-Branch Collaborative Graph Neural Networks for Multimodal Marketing Intention Detection May 13, 2020 Graph Classification Marketing
— Unverified How hard is to distinguish graphs with graph neural networks? May 13, 2020 Graph Classification
— Unverified Ring Reservoir Neural Networks for Graphs May 11, 2020 Graph Classification
— Unverified Graph Homomorphism Convolution May 3, 2020 General Classification Graph Classification
Code Code Available MER-GCN: Micro Expression Recognition Based on Relation Modeling with Graph Convolutional Network Apr 19, 2020 Graph Classification Micro Expression Recognition
— Unverified MxPool: Multiplex Pooling for Hierarchical Graph Representation Learning Apr 15, 2020 Classification Clustering
— Unverified Principal Neighbourhood Aggregation for Graph Nets Apr 12, 2020 Graph Classification Graph Regression
Code Code Available Pooling in Graph Convolutional Neural Networks Apr 7, 2020 Classification General Classification
— Unverified Geometrically Principled Connections in Graph Neural Networks Apr 6, 2020 Deep Learning Graph Classification
— Unverified Learning Deep Graph Representations via Convolutional Neural Networks Apr 5, 2020 General Classification Graph Classification
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 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 Unsupervised Hierarchical Graph Representation Learning by Mutual Information Maximization Mar 18, 2020 General Classification Graph Classification
Code Code Available Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification Mar 18, 2020 Classification Few-Shot Learning
— Unverified Universal Function Approximation on Graphs Mar 14, 2020 Dependency Parsing Graph Classification
Code Code Available Learning distributed representations of graphs with Geo2DR Mar 12, 2020 GPU Graph Classification
Code Code Available Wasserstein-based Graph Alignment Mar 12, 2020 Graph Classification
— Unverified Convolutional Kernel Networks for Graph-Structured Data Mar 11, 2020 Graph 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 COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available Benchmarking Graph Neural Networks Mar 2, 2020 Benchmarking Graph Classification
Code Code Available 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 Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available Memory-Based Graph Networks Feb 21, 2020 Graph Classification regression
Code Code Available Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available Graph Neural Distance Metric Learning with Graph-Bert Feb 9, 2020 Clustering Graph Classification
Code Code Available Segmented Graph-Bert for Graph Instance Modeling Feb 9, 2020 Graph Classification Representation Learning
Code Code Available LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Feb 6, 2020 Collaborative Filtering Graph Classification
Code Code Available Distance Metric Learning for Graph Structured Data Feb 3, 2020 Computational Efficiency General Classification
Code Code Available Structure-Feature based Graph Self-adaptive Pooling Jan 30, 2020 Graph Classification
Code Code Available GL2vec: Graph Embedding Enriched by Line Graphs with Edge Features Jan 23, 2020 General Classification Graph Classification
— Unverified Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available Understanding the Power of Persistence Pairing via Permutation Test Jan 16, 2020 General Classification Graph Classification
— Unverified Graph Attentional Autoencoder for Anticancer Hyperfood Prediction Jan 16, 2020 General Classification Graph Classification
— Unverified Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Jan 10, 2020 Functional Connectivity General Classification
Code Code Available Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport Dec 24, 2019 Graph Classification
Code Code Available A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification 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 Hierarchical Graph Pooling with Structure Learning Nov 14, 2019 Graph Classification Graph Neural Network
Code Code Available 