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— Unverified 0Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective Jul 17, 2020 Community Detection Distributed Computing
— Unverified 0Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity Jun 21, 2024 Graph Learning Node Classification
— Unverified 0GCN-SL: Graph Convolutional Networks with Structure Learning for Graphs under Heterophily May 28, 2021 Clustering Node Classification
— Unverified 0Slicing Input Features to Accelerate Deep Learning: A Case Study with Graph Neural Networks Aug 21, 2024 GPU Graph Learning
— Unverified 0Space-Invariant Projection in Streaming Network Embedding Mar 11, 2023 Network Embedding Node Classification
— Unverified 0Sparse Decomposition of Graph Neural Networks Oct 25, 2024 Graph Neural Network Graph Representation Learning
— Unverified 0Sparse Diffusion-Convolutional Neural Networks Oct 26, 2017 Computational Efficiency General Classification
— Unverified 0Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks May 24, 2024 Link Prediction Machine Translation
— Unverified 0SpecSphere: Dual-Pass Spectral-Spatial Graph Neural Networks with Certified Robustness May 13, 2025 Node Classification
— Unverified 0Spectral Embedding of Graph Networks Sep 30, 2020 Graph Embedding Node Classification
— Unverified 0Spectral Graph Attention Network with Fast Eigen-approximation Mar 16, 2020 Graph Attention Node Classification
— Unverified 0Spectral Greedy Coresets for Graph Neural Networks May 27, 2024 Dataset Condensation Node Classification
— Unverified 0Spectral Network Embedding: A Fast and Scalable Method via Sparsity Jun 7, 2018 Link Prediction Network Embedding
— Unverified 0Spectro-Riemannian Graph Neural Networks Feb 1, 2025 Graph Representation Learning Link Prediction
— Unverified 0SPGP: Structure Prototype Guided Graph Pooling Sep 16, 2022 Graph Classification Graph Learning
— Unverified 0SplitGNN: Splitting GNN for Node Classification with Heterogeneous Attention Jan 27, 2023 Classification Federated Learning
— Unverified 0Pitfalls in Link Prediction with Graph Neural Networks: Understanding the Impact of Target-link Inclusion & Better Practices Jun 1, 2023 Link Prediction Node Classification
— Unverified 0Stabilized Self-training with Negative Sampling on Few-labeled Graph Data Sep 29, 2021 Benchmarking Node Classification
— Unverified 0Statistical physics analysis of graph neural networks: Approaching optimality in the contextual stochastic block model Mar 3, 2025 Node Classification Stochastic Block Model
— Unverified 0Streaming Graph Neural Networks via Continual Learning Sep 23, 2020 Continual Learning Node Classification
— Unverified 0StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks Nov 23, 2021 Node Classification Relational Reasoning
— Unverified 0Structural Imbalance Aware Graph Augmentation Learning Mar 24, 2023 Graph Classification Link Prediction
— Unverified 0Structure and Features Fusion with Evidential Graph Convolutional Neural Network for Node Classification Nov 16, 2021 Classification Graph Representation Learning
— Unverified 0Structure-Aware DropEdge Towards Deep Graph Convolutional Networks Jun 21, 2023 Node Classification
— Unverified 0Structure-Aware Label Smoothing for Graph Neural Networks Dec 1, 2021 Classification Node Classification
— Unverified 0Structure fusion based on graph convolutional networks for semi-supervised classification Jul 2, 2019 Classification General Classification
— Unverified 0Subgraph Attention for Node Classification and Hierarchical Graph Pooling Sep 25, 2019 Classification Graph Classification
— Unverified 0Superiority of GNN over NN in generalizing bandlimited functions Jun 13, 2022 Node Classification
— Unverified 0Supervised Attention Using Homophily in Graph Neural Networks Jul 11, 2023 Graph Attention Node Classification
— Unverified 0Supervised Contrastive Learning with Structure Inference for Graph Classification Mar 15, 2022 Classification Contrastive Learning
— Unverified 0Supervised Q-walk for Learning Vector Representation of Nodes in Networks Oct 3, 2017 Classification General Classification
— Unverified 0Surrogate Representation Learning with Isometric Mapping for Gray-box Graph Adversarial Attacks Oct 20, 2021 Node Classification Representation Learning
— Unverified 0Symplectic Structure-Aware Hamiltonian (Graph) Embeddings Sep 9, 2023 Node Classification Riemannian optimization
— Unverified 0SynHING: Synthetic Heterogeneous Information Network Generation for Graph Learning and Explanation Jan 7, 2024 Graph Learning Interpretable Machine Learning
— Unverified 0Synthetic Graph Generation to Benchmark Graph Learning Apr 4, 2022 Graph Generation Graph Learning
— Unverified 0Synthetic Over-sampling for Imbalanced Node Classification with Graph Neural Networks Jun 10, 2022 Node Classification
— Unverified 0Deeper-GXX: Deepening Arbitrary GNNs Oct 26, 2021 Contrastive Learning Link Prediction
— Unverified 0Teaching Yourself: Graph Self-Distillation on Neighborhood for Node Classification Oct 5, 2022 Classification Node Classification
— Unverified 0Teleport Graph Convolutional Networks Jan 1, 2021 Node Classification
— Unverified 0Topology-aware Tensor Decomposition for Meta-graph Learning Jan 4, 2021 Graph Learning Knowledge Graphs
— Unverified 0Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study Nov 29, 2022 Classification Document Classification
— Unverified 0TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Aug 7, 2022 Link Prediction Node Classification
— Unverified 0The Linearization of Belief Propagation on Pairwise Markov Networks Feb 17, 2015 Node Classification
— Unverified 0The Power of the Weisfeiler-Leman Algorithm for Machine Learning with Graphs May 12, 2021 BIG-bench Machine Learning Node Classification
— Unverified 0There is more to graphs than meets the eye: Learning universal features with self-supervision May 31, 2023 Node Classification Representation Learning
— Unverified 0TiGer: Self-Supervised Purification for Time-evolving Graphs Mar 10, 2025 Node Classification
— Unverified 0Time-Aware Neighbor Sampling for Temporal Graph Networks Dec 18, 2021 Node Classification
— Unverified 0TNE: A Latent Model for Representation Learning on Networks Oct 16, 2018 Community Detection Link Prediction
— Unverified 0Tokenized Graph Transformer with Neighborhood Augmentation for Node Classification in Large Graphs May 22, 2023 Data Augmentation Graph Representation Learning
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