Graph Autoencoder for Graph Compression and Representation Learning Mar 4, 2021 Data Compression Graph Classification
Code Code Available Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
Code Code Available Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Feb 17, 2021 Graph Classification Graph Learning
Code Code Available Online Graph Dictionary Learning Feb 12, 2021 Dictionary Learning Graph Classification
Code Code Available Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available [Re] Parameterized Explainer for Graph Neural Network Jan 31, 2021 Graph Classification Graph Neural Network
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Jan 20, 2021 Graph Classification Graph Neural Network
Code Code Available Membership Inference Attack on Graph Neural Networks Jan 17, 2021 Graph Classification Inference Attack
Code Code Available Label Contrastive Coding based Graph Neural Network for Graph Classification Jan 14, 2021 Classification Contrastive Learning
Code Code Available The Shapley Value of Classifiers in Ensemble Games Jan 6, 2021 Classification Ensemble Pruning
Code Code Available On Using Classification Datasets to Evaluate Graph-Level Outlier Detection: Peculiar Observations and New Insights Dec 23, 2020 Binary Classification General Classification
Code Code Available Hierarchical Graph Capsule Network Dec 16, 2020 Graph Classification
Code Code Available Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks Dec 1, 2020 General Classification Graph Classification
Code Code Available Two-stage Training of Graph Neural Networks for Graph Classification Nov 10, 2020 Classification General Classification
Code Code Available Parameterized Explainer for Graph Neural Network Nov 9, 2020 Graph Classification Graph Neural Network
Code Code Available Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies Oct 26, 2020 General Classification Graph Classification
Code Code Available Line Graph Neural Networks for Link Prediction Oct 20, 2020 Classification General Classification
Code Code Available Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph Classification
Code Code Available Fast Graph Kernel with Optical Random Features Oct 16, 2020 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 Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Graph Information Bottleneck for Subgraph Recognition Oct 12, 2020 Denoising Graph Classification
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Graph Cross Networks with Vertex Infomax Pooling Oct 5, 2020 Classification General Classification
Code Code Available Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available 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 Quaternion Graph Neural Networks Aug 12, 2020 General Classification Graph Classification
Code Code Available Detecting Beneficial Feature Interactions for Recommender Systems Aug 2, 2020 Graph Classification Graph Neural Network
Code Code Available Second-Order Pooling for Graph Neural Networks Jul 20, 2020 Graph Classification Graph Representation Learning
Code Code Available TUDataset: A collection of benchmark datasets for learning with graphs Jul 16, 2020 Graph Classification Graph Neural Network
Code Code Available 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 Path Integral Based Convolution and Pooling for Graph Neural Networks Jun 29, 2020 Graph Classification Graph Regression
Code Code Available Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Jun 16, 2020 Graph Classification Graph Neural Network
Code Code Available Wasserstein Embedding for Graph Learning Jun 16, 2020 Computational Efficiency Graph Classification
Code Code Available Contrastive Multi-View Representation Learning on Graphs Jun 10, 2020 General Classification Graph Classification
Code Code Available Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available Graph Homomorphism Convolution May 3, 2020 General Classification Graph Classification
Code Code Available Principal Neighbourhood Aggregation for Graph Nets Apr 12, 2020 Graph Classification Graph Regression
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 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 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 