SAIL: Self-Augmented Graph Contrastive Learning Sep 2, 2020 Contrastive Learning Knowledge Distillation
— Unverified Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to Any-Layer Graph Neural Networks via Influence Function Sep 1, 2020 Graph Neural Network Node Classification
Code Code Available Lifelong Graph Learning Sep 1, 2020 Action Recognition Continual Learning
Code Code Available Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available Decoupled Variational Embedding for Signed Directed Networks Aug 28, 2020 Link Sign Prediction Node Classification
Code Code Available DVE: Dynamic Variational Embeddings with Applications in Recommender Systems Aug 27, 2020 Link Prediction Node Classification
— Unverified Learning Node Representations against Perturbations Aug 26, 2020 Contrastive Learning Inductive Learning
Code Code Available MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach Aug 23, 2020 Clustering Community Detection
Code Code Available Tackling Over-Smoothing for General Graph Convolutional Networks Aug 22, 2020 Node Classification
— Unverified Optimization of Graph Neural Networks with Natural Gradient Descent Aug 21, 2020 Graph Neural Network Node Classification
Code Code Available Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks Aug 20, 2020 Graph Classification Node Classification
— Unverified GraphReach: Position-Aware Graph Neural Network using Reachability Estimations Aug 19, 2020 Graph Neural Network Link Prediction
Code Code Available Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters Aug 19, 2020 Anomaly Detection Fraud Detection
Code Code Available Quaternion Graph Neural Networks Aug 12, 2020 General Classification Graph Classification
Code Code Available Degree-Quant: Quantization-Aware Training for Graph Neural Networks Aug 11, 2020 CPU Graph Classification
— Unverified DINE: A Framework for Deep Incomplete Network Embedding Aug 9, 2020 General Classification Link Prediction
— Unverified Directed hypergraph neural network Aug 9, 2020 General Classification Node Classification
— Unverified Multivariate Relations Aggregation Learning in Social Networks Aug 9, 2020 Attribute Graph Learning
— Unverified Representation Learning of Graphs Using Graph Convolutional Multilayer Networks Based on Motifs Jul 31, 2020 Clustering Graph Neural Network
— Unverified node2coords: Graph Representation Learning with Wasserstein Barycenters Jul 31, 2020 Decoder Graph Representation Learning
— Unverified Label-Consistency based Graph Neural Networks for Semi-supervised Node Classification Jul 27, 2020 Classification General Classification
— Unverified PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs Jul 20, 2020 Graph Neural Network Link Prediction
Code Code Available Second-Order Pooling for Graph Neural Networks Jul 20, 2020 Graph Classification Graph Representation Learning
Code Code Available Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
Code Code Available Adversarial Immunization for Certifiable Robustness on Graphs Jul 19, 2020 Adversarial Attack Bilevel Optimization
Code Code Available Towards Deeper Graph Neural Networks Jul 18, 2020 Attribute Graph Neural Network
Code Code Available Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective Jul 17, 2020 Community Detection Distributed Computing
— Unverified Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs Jul 16, 2020 Auxiliary Learning Link Prediction
Code Code Available GraphCL: Contrastive Self-Supervised Learning of Graph Representations Jul 15, 2020 Contrastive Learning Inductive Learning
— Unverified Are Hyperbolic Representations in Graphs Created Equal? Jul 15, 2020 Graph Learning Graph Representation Learning
— Unverified Deep Learning for Abstract Argumentation Semantics Jul 15, 2020 Abstract Argumentation Deep Learning
Code Code Available Next Waves in Veridical Network Embedding Jul 10, 2020 Community Detection Link Prediction
— Unverified Graph Convolutional Networks for Graphs Containing Missing Features Jul 9, 2020 Graph Learning Imputation
Code Code Available Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation Jul 9, 2020 Active Learning Classification
— Unverified Pre-Trained Models for Heterogeneous Information Networks Jul 7, 2020 Clustering Link Prediction
— Unverified Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks Jul 6, 2020 Articles Benchmarking
Code Code Available Faster Graph Embeddings via Coarsening Jul 6, 2020 Link Prediction Node Classification
Code Code Available Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding Jul 6, 2020 General Classification Graph structure learning
Code Code Available Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available AEGCN: An Autoencoder-Constrained Graph Convolutional Network Jul 3, 2020 Decoder Graph Attention
Code Code Available Scaling Graph Neural Networks with Approximate PageRank Jul 3, 2020 Graph Learning Node Classification
Code Code Available Maximizing Cohesion and Separation in Graph Representation Learning: A Distance-aware Negative Sampling Approach Jul 2, 2020 Graph Representation Learning Node Classification
Code Code Available From Spectrum Wavelet to Vertex Propagation: Graph Convolutional Networks Based on Taylor Approximation Jul 1, 2020 Node Classification
— Unverified Graph Clustering with Graph Neural Networks Jun 30, 2020 Attribute Clustering
— Unverified Policy-GNN: Aggregation Optimization for Graph Neural Networks Jun 26, 2020 Deep Reinforcement Learning Node Classification
Code Code Available Lifelong Learning of Graph Neural Networks for Open-World Node Classification Jun 25, 2020 Lifelong learning Node Classification
Code Code Available Self-supervised edge features for improved Graph Neural Network training Jun 23, 2020 General Classification Graph Attention
Code Code Available Non-Parametric Graph Learning for Bayesian Graph Neural Networks Jun 23, 2020 Graph Learning Link Prediction
— Unverified Graph Prototypical Networks for Few-shot Learning on Attributed Networks Jun 23, 2020 Classification Drug Discovery
Code Code Available Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks Jun 23, 2020 Explainable Artificial Intelligence (XAI) General Classification
Code Code Available 