Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Towards Expressive Graph Representation Oct 12, 2020 Graph Classification Graph Neural Network
Code Code Available Multivariate Time Series Classification with Hierarchical Variational Graph Pooling Oct 12, 2020 Classification Decoder
— Unverified Graph Information Bottleneck for Subgraph Recognition Oct 12, 2020 Denoising Graph Classification
Code Code Available Locality Preserving Dense Graph Convolutional Networks with Graph Context-Aware Node Representations Oct 12, 2020 Classification Decoder
Code Code Available Understanding the Power of Persistence Pairing via Permutation Test Oct 10, 2020 Graph Classification Topological Data Analysis
— Unverified Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Data-Driven Learning of Geometric Scattering Networks Oct 6, 2020 Descriptive Graph Classification
Code Code Available Graph Cross Networks with Vertex Infomax Pooling Oct 5, 2020 Classification General Classification
Code Code Available Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks Sep 30, 2020 Graph Classification Link Prediction
— Unverified Revisiting Graph Neural Networks for Link Prediction Sep 28, 2020 Classification Graph Classification
— Unverified Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available GraphCrop: Subgraph Cropping for Graph Classification Sep 22, 2020 Classification Data Augmentation
— Unverified Contrastive Self-supervised Learning for Graph Classification Sep 13, 2020 Classification Data Augmentation
— Unverified Certified Robustness of Graph Classification against Topology Attack with Randomized Smoothing Sep 12, 2020 Classification General Classification
— Unverified GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training Sep 7, 2020 Graph Classification Graph Neural Network
Code Code Available Lifelong Graph Learning Sep 1, 2020 Action Recognition Continual Learning
Code Code Available Graph Convolutional Neural Networks with Node Transition Probability-based Message Passing and DropNode Regularization Aug 28, 2020 Data Augmentation Graph Classification
— Unverified Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks Aug 20, 2020 Graph Classification Node Classification
— Unverified Quaternion Graph Neural Networks Aug 12, 2020 General Classification Graph Classification
Code Code Available PiNet: Attention Pooling for Graph Classification Aug 11, 2020 Classification General Classification
Code Code Available Degree-Quant: Quantization-Aware Training for Graph Neural Networks Aug 11, 2020 CPU Graph Classification
— Unverified Cross-Global Attention Graph Kernel Network Prediction of Drug Prescription Aug 4, 2020 Graph Classification Metric Learning
— Unverified Detecting Beneficial Feature Interactions for Recommender Systems Aug 2, 2020 Graph Classification Graph Neural Network
Code Code Available Multi-view adaptive graph convolutions for graph classification Jul 24, 2020 Classification General Classification
— Unverified MathNet: Haar-Like Wavelet Multiresolution-Analysis for Graph Representation and Learning Jul 22, 2020 Graph Classification
— Unverified Second-Order Pooling for Graph Neural Networks Jul 20, 2020 Graph Classification Graph Representation Learning
Code Code Available Robust Hierarchical Graph Classification with Subgraph Attention Jul 19, 2020 Classification General Classification
— Unverified TUDataset: A collection of benchmark datasets for learning with graphs Jul 16, 2020 Graph Classification Graph Neural Network
Code Code Available M-Evolve: Structural-Mapping-Based Data Augmentation for Graph Classification Jul 11, 2020 Classification Data Augmentation
— Unverified Multilevel Graph Matching Networks for Deep Graph Similarity Learning Jul 8, 2020 Graph Classification Graph Matching
Code Code Available Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available A Novel Higher-order Weisfeiler-Lehman Graph Convolution Jul 1, 2020 Graph Classification
Code Code Available Path Integral Based Convolution and Pooling for Graph Neural Networks Jun 29, 2020 Graph Classification Graph Regression
Code Code Available Structural Landmarking and Interaction Modelling: on Resolution Dilemmas in Graph Classification Jun 29, 2020 General Classification Graph Classification
— Unverified Graph Neural Networks in TensorFlow and Keras with Spektral Jun 22, 2020 Deep Learning General Classification
Code Code Available Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available TreeRNN: Topology-Preserving Deep GraphEmbedding and Learning Jun 21, 2020 Graph Classification Graph Embedding
Code Code Available Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available Graph Pooling with Node Proximity for Hierarchical Representation Learning Jun 19, 2020 Graph Classification Representation Learning
— Unverified GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available Wasserstein Embedding for Graph Learning Jun 16, 2020 Computational Efficiency Graph Classification
Code Code Available Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Jun 16, 2020 Graph Classification Graph Neural Network
Code Code Available Contrastive Multi-View Representation Learning on Graphs Jun 10, 2020 General Classification Graph Classification
Code Code Available Graph-Aware Transformer: Is Attention All Graphs Need? Jun 9, 2020 All Decoder
— Unverified Unsupervised Graph Representation by Periphery and Hierarchical Information Maximization Jun 8, 2020 Graph Classification Graph Neural Network
— Unverified Little Ball of Fur: A Python Library for Graph Sampling Jun 8, 2020 Graph Classification Graph Embedding
— Unverified SimPool: Towards Topology Based Graph Pooling with Structural Similarity Features Jun 3, 2020 Graph Classification Graph Neural Network
— Unverified Adversarial Attack on Hierarchical Graph Pooling Neural Networks May 23, 2020 Adversarial Attack Classification
— Unverified Customized Graph Neural Networks May 22, 2020 Classification General Classification
— Unverified 