Adversarial Immunization for Certifiable Robustness on Graphs Jul 19, 2020 Adversarial Attack Bilevel Optimization
Code Code Available 5 Mutual Teaching for Graph Convolutional Networks Sep 2, 2020 Node Classification Pseudo Label
Code Code Available 5 Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available 5 Can GNN be Good Adapter for LLMs? Feb 20, 2024 Graph Neural Network Node Classification
Code Code Available 5 CSGCL: Community-Strength-Enhanced Graph Contrastive Learning May 8, 2023 Attribute Contrastive Learning
Code Code Available 5 Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation May 27, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 GCNH: A Simple Method For Representation Learning On Heterophilous Graphs Apr 21, 2023 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 5 Adversarial Privacy Preserving Graph Embedding against Inference Attack Aug 30, 2020 Graph Embedding Inference Attack
Code Code Available 5 Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available 5 Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs Jun 20, 2020 Graph Neural Network Node Classification
Code Code Available 5 Geom-GCN: Geometric Graph Convolutional Networks Feb 13, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 5 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 5 Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available 5 Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph Classification
Code Code Available 5 From Cluster Assumption to Graph Convolution: Graph-based Semi-Supervised Learning Revisited Sep 24, 2023 Node Classification
Code Code Available 5 GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation Mar 2, 2022 Node Classification
Code Code Available 5 FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks Jan 28, 2022 Federated Learning Node Classification
Code Code Available 5 Finding Global Homophily in Graph Neural Networks When Meeting Heterophily May 15, 2022 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 5 From Hypergraph Energy Functions to Hypergraph Neural Networks Jun 16, 2023 Bilevel Optimization Graph Neural Network
Code Code Available 5 Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
Code Code Available 5 Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited Feb 4, 2022 GPR Graph Learning
Code Code Available 5 Confidence-Based Feature Imputation for Graphs with Partially Known Features May 26, 2023 Graph Learning Imputation
Code Code Available 5 Correlation-Aware Graph Convolutional Networks for Multi-Label Node Classification Nov 26, 2024 Classification Graph Mining
Code Code Available 5 GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available 5 Adversarial Training Methods for Network Embedding Aug 30, 2019 Link Prediction Network Embedding
Code Code Available 5 CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available 5 CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available 5 Generating a Doppelganger Graph: Resembling but Distinct Jan 23, 2021 Benchmarking Graph Representation Learning
Code Code Available 5 Data Augmentation for Graph Neural Networks Jun 11, 2020 Data Augmentation General Classification
Code Code Available 5 Feature Expansion for Graph Neural Networks May 10, 2023 Node Classification Representation Learning
Code Code Available 5 GIPA: General Information Propagation Algorithm for Graph Learning May 13, 2021 Graph Attention Graph Learning
Code Code Available 5 Class Label-aware Graph Anomaly Detection Aug 22, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available 5 GRAF: Graph Attention-aware Fusion Networks Mar 29, 2023 Graph Attention Graph Neural Network
Code Code Available 5 Cleora: A Simple, Strong and Scalable Graph Embedding Scheme Feb 3, 2021 Contrastive Learning CPU
Code Code Available 5 A Survey of Adversarial Learning on Graphs Mar 10, 2020 Clustering Graph Clustering
Code Code Available 5 CLNode: Curriculum Learning for Node Classification Jun 15, 2022 Classification Node Classification
Code Code Available 5 Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks May 20, 2019 Clustering Computational Efficiency
Code Code Available 5 A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Aug 26, 2023 Graph Learning Link Prediction
Code Code Available 5 Fisher Information Embedding for Node and Graph Learning May 12, 2023 Graph Attention Graph Learning
Code Code Available 5 Deep Learning for Abstract Argumentation Semantics Jul 15, 2020 Abstract Argumentation Deep Learning
Code Code Available 5 Gated Graph Convolutional Recurrent Neural Networks Mar 5, 2019 Node Classification
Code Code Available 5 FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling Jan 30, 2018 Node Classification
Code Code Available 5 Graph-Bert: Only Attention is Needed for Learning Graph Representations Jan 15, 2020 Attribute Clustering
Code Code Available 5 Graph Coloring with Physics-Inspired Graph Neural Networks Feb 3, 2022 Clustering Community Detection
Code Code Available 5 Graph Convolutional Networks for Graphs Containing Missing Features Jul 9, 2020 Graph Learning Imputation
Code Code Available 5 A Self-Attention Network based Node Embedding Model Jun 22, 2020 General Classification Link Prediction
Code Code Available 5 Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Oct 27, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available 5 Deep Graph Contrastive Representation Learning Jun 7, 2020 Attribute Contrastive Learning
Code Code Available 5 A Survey on Role-Oriented Network Embedding Jul 18, 2021 Clustering Graph Mining
Code Code Available 5 Fast Graph Learning with Unique Optimal Solutions Feb 17, 2021 Form Graph Learning
Code Code Available 5 