Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available MagNet: A Neural Network for Directed Graphs Feb 22, 2021 Link Prediction Node Classification
Code Code Available A Deep Graph Wavelet Convolutional Neural Network for Semi-supervised Node Classification Feb 19, 2021 General Classification Node Classification
Code Code Available Fast Graph Learning with Unique Optimal Solutions Feb 17, 2021 Form Graph Learning
Code Code Available NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique Feb 17, 2021 Graph Neural Network Node Classification
Code Code Available Evaluating Node Embeddings of Complex Networks Feb 16, 2021 Community Detection Graph Embedding
Code Code Available Topological Graph Neural Networks Feb 15, 2021 Graph Learning Node Classification
Code Code Available HDMI: High-order Deep Multiplex Infomax Feb 15, 2021 Node Classification Representation Learning
Code Code Available Adversarial Attack on Network Embeddings via Supervised Network Poisoning Feb 14, 2021 Adversarial Attack Link Prediction
Code Code Available A Statistical Relational Approach to Learning Distance-based GCNs Feb 13, 2021 Density Estimation Link Prediction
— Unverified A Unified Lottery Ticket Hypothesis for Graph Neural Networks Feb 12, 2021 Link Prediction Node Classification
Code Code Available Two Sides of the Same Coin: Heterophily and Oversmoothing in Graph Convolutional Neural Networks Feb 12, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Multiplex Bipartite Network Embedding using Dual Hypergraph Convolutional Networks Feb 12, 2021 Link Prediction Network Embedding
Code Code Available LIME: Low-Cost and Incremental Learning for Dynamic Heterogeneous Information Networks Feb 11, 2021 Anomaly Detection Fraud Detection
Code Code Available Wasserstein Graph Neural Networks for Graphs with Missing Attributes Feb 6, 2021 Attribute Graph Neural Network
— Unverified Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Feb 3, 2021 Contrastive Learning CPU
Code Code Available Learning Graph Representations Feb 3, 2021 General Classification Graph Classification
— Unverified Infant Cry Classification with Graph Convolutional Networks Jan 31, 2021 Classification Diversity
— Unverified Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection Jan 27, 2021 Active Learning Articles
— Unverified Calibrating and Improving Graph Contrastive Learning Jan 27, 2021 Contrastive Learning Graph Clustering
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available Generating a Doppelganger Graph: Resembling but Distinct Jan 23, 2021 Benchmarking Graph Representation Learning
Code Code Available NEMR: Network Embedding on Metric of Relation Jan 20, 2021 Link Prediction Network Embedding
— Unverified Communication-Efficient Sampling for Distributed Training of Graph Convolutional Networks Jan 19, 2021 Node Classification
— Unverified Edge-Featured Graph Attention Network Jan 19, 2021 Graph Attention Graph Learning
— Unverified GraphAttacker: A General Multi-Task GraphAttack Framework Jan 18, 2021 General Classification Generative Adversarial Network
Code Code Available Membership Inference Attack on Graph Neural Networks Jan 17, 2021 Graph Classification Inference Attack
Code Code Available JITuNE: Just-In-Time Hyperparameter Tuning for Network Embedding Algorithms Jan 16, 2021 AutoML Link Prediction
— Unverified BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network Jan 14, 2021 Denoising Graph Neural Network
— Unverified Variational Embeddings for Community Detection and Node Representation Jan 11, 2021 Community Detection Node Classification
Code Code Available Twitch Gamers: a Dataset for Evaluating Proximity Preserving and Structural Role-based Node Embeddings Jan 8, 2021 Graph Mining Node Classification
Code Code Available GraphHop: An Enhanced Label Propagation Method for Node Classification Jan 7, 2021 Classification General Classification
Code Code Available A Survey on Embedding Dynamic Graphs Jan 4, 2021 Anomaly Detection Dynamic graph embedding
— Unverified Topology-aware Tensor Decomposition for Meta-graph Learning Jan 4, 2021 Graph Learning Knowledge Graphs
— Unverified Beyond Low-frequency Information in Graph Convolutional Networks Jan 4, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Representation Learning of Reconstructed Graphs Using Random Walk Graph Convolutional Network Jan 2, 2021 Graph Neural Network Graph Representation Learning
— Unverified Hypergraph Neural Networks for Hypergraph Matching Jan 1, 2021 Graph Matching Hypergraph Matching
Code Code Available Towards Robust Graph Neural Networks against Label Noise Jan 1, 2021 Attribute Learning with noisy labels
— Unverified Incremental Learning on Growing Graphs Jan 1, 2021 Graph Learning Incremental Learning
— Unverified Graph View-Consistent Learning Network Jan 1, 2021 Node Classification Pseudo Label
— Unverified VEM-GCN: Topology Optimization with Variational EM for Graph Convolutional Networks Jan 1, 2021 Classification General Classification
— Unverified Graph Pooling by Edge Cut Jan 1, 2021 General Classification Graph Classification
— Unverified A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Link Rewiring Jan 1, 2021 Clustering Node Classification
Code Code Available FASG: Feature Aggregation Self-training GCN for Semi-supervised Node Classification Jan 1, 2021 Classification General Classification
— Unverified Bridging Graph Network to Lifelong Learning with Feature Interaction Jan 1, 2021 Graph Classification Lifelong learning
— Unverified Graph Structural Aggregation for Explainable Learning Jan 1, 2021 Classification General Classification
— Unverified Iterated graph neural network system Jan 1, 2021 Graph Neural Network Node Classification
— Unverified ColdExpand: Semi-Supervised Graph Learning in Cold Start Jan 1, 2021 Graph Learning Link Prediction
— Unverified Teleport Graph Convolutional Networks Jan 1, 2021 Node Classification
— Unverified Towards Powerful Graph Neural Networks: Diversity Matters Jan 1, 2021 Diversity Graph Representation Learning
— Unverified 