Framelet Message Passing Feb 28, 2023 Node Classification
— Unverified Scalable Neural Network Training over Distributed Graphs Feb 25, 2023 Node Classification
Code Code Available GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification Feb 24, 2023 Classification Data Augmentation
— Unverified Random Projection Forest Initialization for Graph Convolutional Networks Feb 22, 2023 graph construction Graph Embedding
Code Code Available Graph Construction using Principal Axis Trees for Simple Graph Convolution Feb 22, 2023 graph construction Graph Embedding
Code Code Available Diffusion Probabilistic Models for Structured Node Classification Feb 21, 2023 Classification Node Classification
— Unverified Finding Heterophilic Neighbors via Confidence-based Subgraph Matching for Semi-supervised Node Classification Feb 20, 2023 Node Classification
— Unverified Building Shortcuts between Distant Nodes with Biaffine Mapping for Graph Convolutional Networks Feb 17, 2023 Contrastive Learning Node Classification
— Unverified On Generalized Degree Fairness in Graph Neural Networks Feb 8, 2023 Fairness Graph Neural Network
Code Code Available Heterophily-Aware Graph Attention Network Feb 7, 2023 Graph Attention Graph Representation Learning
— Unverified Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks Feb 6, 2023 Adversarial Robustness Image Segmentation
— Unverified Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Feb 6, 2023 Decision Making Graph Classification
— Unverified Simple yet Effective Gradient-Free Graph Convolutional Networks Feb 1, 2023 Graph Neural Network Graph Representation Learning
— Unverified OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization Jan 31, 2023 Node Classification
— Unverified KG-Hub -- Building and Exchanging Biological Knowledge Graphs Jan 31, 2023 Knowledge Graphs Link Prediction
— Unverified Affinity Uncertainty-based Hard Negative Mining in Graph Contrastive Learning Jan 31, 2023 Contrastive Learning Node Classification
Code Code Available Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification Jan 31, 2023 Classification Node Classification
Code Code Available SplitGNN: Splitting GNN for Node Classification with Heterogeneous Attention Jan 27, 2023 Classification Federated Learning
— Unverified Federated Learning over Coupled Graphs Jan 26, 2023 Federated Learning Node Classification
— Unverified Graph Neural Tangent Kernel: Convergence on Large Graphs Jan 25, 2023 Node Classification Node Regression
— Unverified Feature Selection: Key to Enhance Node Classification with Graph Neural Networks Jan 25, 2023 feature selection Inductive Bias
Code Code Available Neighborhood Homophily-based Graph Convolutional Network Jan 24, 2023 Node Classification
Code Code Available Determinate Node Selection for Semi-supervised Classification Oriented Graph Convolutional Networks Jan 11, 2023 Graph Neural Network Node Classification
— Unverified Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Jan 7, 2023 Classification Diagnostic
— Unverified Few-shot Node Classification with Extremely Weak Supervision Jan 6, 2023 Classification Meta-Learning
Code Code Available GUAP: Graph Universal Attack Through Adversarial Patching Jan 4, 2023 Graph Attention Node Classification
— Unverified Domain Adaptive Graph Infomax via Conditional Adversarial Networks Jan 1, 2023 Node Classification
Code Code Available NetEffect: Discovery and Exploitation of Generalized Network Effects Dec 31, 2022 Graph Mining Node Classification
Code Code Available GANExplainer: GAN-based Graph Neural Networks Explainer Dec 30, 2022 Decision Making Generative Adversarial Network
— Unverified A Hypergraph Neural Network Framework for Learning Hyperedge-Dependent Node Embeddings Dec 28, 2022 Hyperedge Prediction Node Classification
— Unverified PersonaSAGE: A Multi-Persona Graph Neural Network Dec 28, 2022 Graph Neural Network Link Prediction
— Unverified 2-hop Neighbor Class Similarity (2NCS): A graph structural metric indicative of graph neural network performance Dec 26, 2022 Graph Neural Network Node Classification
— Unverified Refined Edge Usage of Graph Neural Networks for Edge Prediction Dec 25, 2022 Link Prediction Node Classification
— Unverified Multi-duplicated Characterization of Graph Structures using Information Gain Ratio for Graph Neural Networks Dec 24, 2022 Node Classification
— Unverified Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Neural Networks Dec 21, 2022 Node Classification
— Unverified On the Design of Quantum Graph Convolutional Neural Network in the NISQ-Era and Beyond Dec 19, 2022 CPU GPU
Code Code Available Leave Graphs Alone: Addressing Over-Squashing without Rewiring Dec 13, 2022 Node Classification
— Unverified Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Dec 11, 2022 Graph Attention Graph Classification
— Unverified Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks Dec 9, 2022 Graph Learning Node Classification
Code Code Available Alleviating neighbor bias: augmenting graph self-supervise learning with structural equivalent positive samples Dec 8, 2022 Graph Representation Learning Node Classification
— Unverified Dynamic Graph Node Classification via Time Augmentation Dec 7, 2022 Classification Graph Neural Network
— Unverified A Temporal Graph Neural Network for Cyber Attack Detection and Localization in Smart Grids Dec 7, 2022 Cyber Attack Detection Graph Neural Network
— Unverified Dissimilar Nodes Improve Graph Active Learning Dec 5, 2022 Active Learning Graph Embedding
Code Code Available Graph Convolutional Neural Networks with Diverse Negative Samples via Decomposed Determinant Point Processes Dec 5, 2022 Computational Efficiency Graph Representation Learning
Code Code Available kHGCN: Tree-likeness Modeling via Continuous and Discrete Curvature Learning Dec 4, 2022 Link Prediction Node Classification
Code Code Available Semantic Graph Neural Network with Multi-measure Learning for Semi-supervised Classification Dec 4, 2022 Classification Graph Neural Network
— Unverified Hierarchical Model Selection for Graph Neural Netoworks Dec 1, 2022 Classification model
— Unverified Every Node Counts: Improving the Training of Graph Neural Networks on Node Classification Nov 29, 2022 Classification Node Classification
— Unverified Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study Nov 29, 2022 Classification Document Classification
— Unverified Mitigating Overfitting in Graph Neural Networks via Feature and Hyperplane Perturbation Nov 28, 2022 Data Augmentation Node Classification
— Unverified 