Variational Graph Auto-Encoder Based Inductive Learning Method for Semi-Supervised Classification Mar 26, 2024 Graph Representation Learning Inductive Learning
— Unverified VECoDeR - Variational Embeddings for Community Detection and Node Representation Jan 1, 2021 Community Detection Node Classification
— Unverified VEM-GCN: Topology Optimization with Variational EM for Graph Convolutional Networks Jan 1, 2021 Classification General Classification
— Unverified VersaGNN: a Versatile accelerator for Graph neural networks May 4, 2021 CPU GPU
— Unverified Vertex-Centric Visual Programming for Graph Neural Networks Jun 9, 2021 Graph Clustering Link Prediction
— Unverified VGFL-SA: Vertical Graph Federated Learning Structure Attack Based on Contrastive Learning Feb 24, 2025 Adversarial Attack Contrastive Learning
— Unverified VIGraph: Generative Self-supervised Learning for Class-Imbalanced Node Classification Nov 2, 2023 Contrastive Learning Node Classification
— Unverified Virtual Adversarial Training on Graph Convolutional Networks in Node Classification Feb 28, 2019 Classification General Classification
— Unverified Virtual Node Generation for Node Classification in Sparsely-Labeled Graphs Sep 12, 2024 Graph Learning Meta-Learning
— Unverified Virtual Node Tuning for Few-shot Node Classification Jun 9, 2023 Classification Graph Representation Learning
— Unverified Wasserstein Graph Neural Networks for Graphs with Missing Attributes Feb 6, 2021 Attribute Graph Neural Network
— Unverified Wasserstein Hypergraph Neural Network Jun 11, 2025 Graph Representation Learning Node Classification
— Unverified Watermarking Graph Neural Networks based on Backdoor Attacks Oct 21, 2021 Classification Graph Classification
— Unverified Robust Graph Meta-learning for Weakly-supervised Few-shot Node Classification Jun 12, 2021 Classification Drug Design
— Unverified Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Jan 7, 2023 Classification Diagnostic
— Unverified Weak Supervision for Real World Graphs Jun 3, 2025 Contrastive Learning Misinformation
— Unverified Fundamental Limits in Formal Verification of Message-Passing Neural Networks Jun 10, 2022 Adversarial Robustness Classification
— Unverified What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding Jun 4, 2024 Graph Learning Node Classification
— Unverified When Does A Spectral Graph Neural Network Fail in Node Classification? Feb 16, 2022 Graph Learning Graph Neural Network
— Unverified When Do We Need Graph Neural Networks for Node Classification? Oct 30, 2022 Classification Inductive Bias
— Unverified YOSO: You-Only-Sample-Once via Compressed Sensing for Graph Neural Network Training Nov 8, 2024 compressed sensing Graph Neural Network
— Unverified You do not have to train Graph Neural Networks at all on text-attributed graphs Apr 17, 2024 All Attribute
— Unverified Zoo Guide to Network Embedding May 5, 2023 Community Detection Link Prediction
— Unverified Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified Disambiguated Node Classification with Graph Neural Networks Feb 13, 2024 Classification Contrastive Learning
Code Code Available Dimensional Reweighting Graph Convolutional Networks Jul 4, 2019 Node Classification
Code Code Available MGC: A Complex-Valued Graph Convolutional Network for Directed Graphs Oct 14, 2021 Graph Representation Learning Node Classification
Code Code Available SMGRL: Scalable Multi-resolution Graph Representation Learning Jan 29, 2022 Graph Representation Learning Node Classification
Code Code Available Normalize Then Propagate: Efficient Homophilous Regularization for Few-shot Semi-Supervised Node Classification Jan 15, 2025 Node Classification
Code Code Available Not All Neighbors are Friendly: Learning to Choose Hop Features to Improve Node Classification Oct 17, 2022 All Node Classification
Code Code Available Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs Jun 18, 2022 Attribute Node Classification
Code Code Available Dimensionality Reduction Meets Message Passing for Graph Node Embeddings Feb 1, 2022 Dimensionality Reduction Node Classification
Code Code Available Snomed2Vec: Random Walk and Poincaré Embeddings of a Clinical Knowledge Base for Healthcare Analytics Jul 19, 2019 Clinical Knowledge Link Prediction
Code Code Available Beyond Observed Connections : Link Injection Sep 2, 2020 Link Prediction Node Classification
Code Code Available Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters Jun 29, 2023 Node Classification
Code Code Available Graph Neural Networks Exponentially Lose Expressive Power for Node Classification May 27, 2019 Classification General Classification
Code Code Available On Calibration of Graph Neural Networks for Node Classification Jun 3, 2022 Classification Link Prediction
Code Code Available SoGCN: Second-Order Graph Convolutional Networks Oct 14, 2021 Graph Classification Graph Regression
Code Code Available Source Free Unsupervised Graph Domain Adaptation Dec 2, 2021 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available Training a Label-Noise-Resistant GNN with Reduced Complexity Nov 17, 2024 Graph Neural Network Node Classification
Code Code Available On Generalized Degree Fairness in Graph Neural Networks Feb 8, 2023 Fairness Graph Neural Network
Code Code Available An Attention-based Graph Neural Network for Heterogeneous Structural Learning Dec 19, 2019 Graph Embedding Graph Neural Network
Code Code Available A Hybrid Membership Latent Distance Model for Unsigned and Signed Integer Weighted Networks Aug 29, 2023 Graph Representation Learning Link Prediction
Code Code Available Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available Diffusion-Convolutional Neural Networks Nov 6, 2015 Classification General Classification
Code Code Available Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning Oct 8, 2024 Graph Representation Learning Link Prediction
Code Code Available A Hierarchical Block Distance Model for Ultra Low-Dimensional Graph Representations Apr 12, 2022 Community Detection Graph Representation Learning
Code Code Available On the choice of graph neural network architectures Nov 13, 2019 Graph Neural Network Node Classification
Code Code Available DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification Jul 31, 2023 Active Learning Graph Learning
Code Code Available On the Design of Quantum Graph Convolutional Neural Network in the NISQ-Era and Beyond Dec 19, 2022 CPU GPU
Code Code Available 