Hierarchical graph sampling based minibatch learning with chain preservation and variance reduction Mar 2, 2025 Graph Sampling Node Classification
Code Code Available Graphite: Iterative Generative Modeling of Graphs Mar 28, 2018 Density Estimation General Classification
Code Code Available Addressing Heterophily in Node Classification with Graph Echo State Networks May 14, 2023 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Attributed Network Embedding for Incomplete Attributed Networks Nov 28, 2018 Attribute Link Prediction
Code Code Available GraphGAN: Graph Representation Learning with Generative Adversarial Nets Nov 22, 2017 Computational Efficiency Graph Representation Learning
Code Code Available Progressive Graph Convolutional Networks for Semi-Supervised Node Classification Mar 27, 2020 Classification General Classification
Code Code Available Graph Fourier Transformer with Structure-Frequency Information Apr 28, 2025 Graph Classification Inductive Bias
Code Code Available Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks Nov 7, 2024 Graph Mining Node Classification
Code Code Available NetEffect: Discovery and Exploitation of Generalized Network Effects Dec 31, 2022 Graph Mining Node Classification
Code Code Available Dimensionwise Separable 2-D Graph Convolution for Unsupervised and Semi-Supervised Learning on Graphs Sep 26, 2019 Attribute Clustering
Code Code Available GraphFM: A Comprehensive Benchmark for Graph Foundation Model Jun 12, 2024 GPU Graph Neural Network
Code Code Available Prototype-based Interpretable Graph Neural Networks Nov 16, 2022 Explainable Models Graph Neural Network
Code Code Available Unsupervised Graph Representation Learning with Inductive Shallow Node Embedding Jul 12, 2024 Graph Representation Learning Inductive Learning
Code Code Available High-Pass Graph Convolutional Network for Enhanced Anomaly Detection: A Novel Approach Nov 4, 2024 Anomaly Detection Graph Anomaly Detection
Code Code Available AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models Aug 14, 2019 Graph Neural Network Node Classification
Code Code Available A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks Jun 9, 2022 Link Prediction Node Classification
Code Code Available HoloNets: Spectral Convolutions do extend to Directed Graphs Oct 3, 2023 Graph Learning Node Classification
Code Code Available PUMA: Efficient Continual Graph Learning for Node Classification with Graph Condensation Dec 22, 2023 Continual Learning Graph Learning
Code Code Available PushNet: Efficient and Adaptive Neural Message Passing Mar 4, 2020 Inductive Bias Node Classification
Code Code Available Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs Sep 9, 2020 Knowledge Graphs Language Modelling
Code Code Available Adversarial network embedding with bootstrapped representations for sparse networks Mar 3, 2025 Data Visualization Link Prediction
Code Code Available Force-directed graph embedding with hops distance Sep 11, 2023 Graph Embedding Link Prediction
Code Code Available Quasi-Framelets: Robust Graph Neural Networks via Adaptive Framelet Convolution Jan 11, 2022 Graph Learning Graph Neural Network
Code Code Available How Low Can You Go? Searching for the Intrinsic Dimensionality of Complex Networks using Metric Node Embeddings Mar 3, 2025 Community Detection Link Prediction
Code Code Available Deep Generative Models for Subgraph Prediction Aug 7, 2024 Bayesian Optimization Graph Learning
Code Code Available Graph Few-shot Learning with Task-specific Structures Oct 21, 2022 Classification Few-Shot Learning
Code Code Available Cluster Attack: Query-based Adversarial Attacks on Graphs with Graph-Dependent Priors Sep 27, 2021 Adversarial Attack Clustering
Code Code Available Accelerating Dynamic Network Embedding with Billions of Parameter Updates to Milliseconds Jun 15, 2023 Graph Reconstruction Graph Representation Learning
Code Code Available Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
Code Code Available Graph Entropy Minimization for Semi-supervised Node Classification May 31, 2023 Classification Knowledge Distillation
Code Code Available HyperAggregation: Aggregating over Graph Edges with Hypernetworks Jul 16, 2024 Graph Classification Graph Regression
Code Code Available Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations Jun 12, 2019 Graph Embedding Link Prediction
Code Code Available kHGCN: Tree-likeness Modeling via Continuous and Discrete Curvature Learning Dec 4, 2022 Link Prediction Node Classification
Code Code Available Hyperbolic Geometric Graph Representation Learning for Hierarchy-imbalance Node Classification Apr 11, 2023 Graph Representation Learning Node Classification
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 Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational Inference Oct 31, 2020 Graph Embedding Link Prediction
Code Code Available Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking Jul 12, 2017 Inductive Learning Link Prediction
Code Code Available Symbolic Hyperdimensional Vectors with Sparse Graph Convolutional Neural Networks Sep 30, 2022 Link Prediction Node Classification
Code Code Available Hyperedge Anomaly Detection with Hypergraph Neural Network Dec 7, 2024 Anomaly Detection Link Prediction
Code Code Available Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Jan 22, 2018 Model Selection Node Classification
Code Code Available Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction Mar 21, 2021 Benchmarking Clustering
Code Code Available Randomized Schur Complement Views for Graph Contrastive Learning Jun 6, 2023 Contrastive Learning Graph Classification
Code Code Available Random Projection Forest Initialization for Graph Convolutional Networks Feb 22, 2023 graph construction Graph Embedding
Code Code Available Graph Convolutional Neural Networks via Scattering Mar 31, 2018 Node Classification
Code Code Available Graph Convolutional Networks with EigenPooling Apr 30, 2019 Classification General Classification
Code Code Available Graph Convolutional Networks Meet with High Dimensionality Reduction Nov 7, 2019 Benchmarking Dimensionality Reduction
Code Code Available Hypergraph Neural Networks for Hypergraph Matching Jan 1, 2021 Graph Matching Hypergraph Matching
Code Code Available Random Walk Guided Hyperbolic Graph Distillation Jan 26, 2025 Continual Learning Graph Learning
Code Code Available Graph Contrastive Learning with Implicit Augmentations Nov 7, 2022 Contrastive Learning Graph Classification
Code Code Available Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks Aug 31, 2023 Node Classification
Code Code Available 