On the Equivalence of Decoupled Graph Convolution Network and Label Propagation Oct 23, 2020 Node Classification Pseudo Label
Code Code Available Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method Oct 22, 2020 Blocking Causal Inference
Code Code Available Bayesian Attention Modules Oct 20, 2020 Image Captioning Machine Translation
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 Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Multi-hop Attention Graph Neural Network Sep 29, 2020 Graph Neural Network Graph Representation Learning
Code Code Available Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Sep 15, 2020 Clustering Graph Representation Learning
Code Code Available Understanding Coarsening for Embedding Large-Scale Graphs Sep 10, 2020 Anomaly Detection Graph Embedding
Code Code Available SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations Sep 8, 2020 Node Classification Structural Node Embedding
Code Code Available Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Sep 8, 2020 General Classification Graph Neural Network
Code Code Available Hierarchical Message-Passing Graph Neural Networks Sep 8, 2020 Community Detection Graph Neural Network
Code Code Available Rethinking Graph Regularization for Graph Neural Networks Sep 4, 2020 Node Classification Representation Learning
Code Code Available Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information Sep 3, 2020 Attribute Fairness
Code Code Available Mutual Teaching for Graph Convolutional Networks Sep 2, 2020 Node Classification Pseudo Label
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 MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach Aug 23, 2020 Clustering Community Detection
Code Code Available Optimization of Graph Neural Networks with Natural Gradient Descent Aug 21, 2020 Graph Neural Network Node Classification
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 Second-Order Pooling for Graph Neural Networks Jul 20, 2020 Graph Classification Graph Representation Learning
Code Code Available PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs Jul 20, 2020 Graph Neural Network Link Prediction
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 Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs Jul 16, 2020 Auxiliary Learning Link Prediction
Code Code Available Deep Learning for Abstract Argumentation Semantics Jul 15, 2020 Abstract Argumentation Deep Learning
Code Code Available Graph Convolutional Networks for Graphs Containing Missing Features Jul 9, 2020 Graph Learning Imputation
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 Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks Jul 6, 2020 Articles Benchmarking
Code Code Available Simple and Deep Graph Convolutional Networks Jul 4, 2020 Graph Classification Graph Regression
Code Code Available Scaling Graph Neural Networks with Approximate PageRank Jul 3, 2020 Graph 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 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 Self-supervised edge features for improved Graph Neural Network training Jun 23, 2020 General Classification Graph Attention
Code Code Available A Self-Attention Network based Node Embedding Model Jun 22, 2020 General Classification Link Prediction
Code Code Available Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs Jun 20, 2020 Graph Neural Network Node Classification
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 Adaptive Universal Generalized PageRank Graph Neural Network Jun 14, 2020 GPR Graph Neural Network
Code Code Available Data Augmentation for Graph Neural Networks Jun 11, 2020 Data Augmentation General Classification
Code Code Available Locally Private Graph Neural Networks Jun 9, 2020 Federated Learning Node Classification
Code Code Available Understanding Graph Neural Networks from Graph Signal Denoising Perspectives Jun 8, 2020 Denoising Graph Attention
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