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— Unverified Topology-guided Hypergraph Transformer Network: Unveiling Structural Insights for Improved Representation Oct 14, 2023 Graph Representation Learning Node Classification
— Unverified Towards Federated Graph Learning in One-shot Communication Nov 18, 2024 Federated Learning Graph Learning
— Unverified Towards Label Position Bias in Graph Neural Networks May 25, 2023 Node Classification Position
— Unverified Towards Lightweight Graph Neural Network Search with Curriculum Graph Sparsification Jun 24, 2024 Graph Neural Network Network Pruning
— Unverified Towards Powerful Graph Neural Networks: Diversity Matters Jan 1, 2021 Diversity Graph Representation Learning
— Unverified Towards Robust Graph Neural Networks against Label Noise Jan 1, 2021 Attribute Learning with noisy labels
— Unverified Towards Unbiased Federated Graph Learning: Label and Topology Perspectives Apr 14, 2025 Fairness Graph Learning
— Unverified Towards Unsupervised Graph Completion Learning on Graphs with Features and Structure Missing Sep 6, 2023 Node Classification Self-Supervised Learning
— Unverified Toward the Analysis of Graph Neural Networks Jan 1, 2022 Node Classification
— Unverified TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation Oct 3, 2022 Graph Neural Network Informativeness
— Unverified t-PINE: Tensor-based Predictable and Interpretable Node Embeddings May 3, 2018 General Classification Link Prediction
— Unverified Transfer Active Learning For Graph Neural Networks Sep 25, 2019 Active Learning Node Classification
— Unverified Transfer Learning Under High-Dimensional Graph Convolutional Regression Model for Node Classification May 26, 2024 Classification Node Classification
— Unverified Triple2Vec: Learning Triple Embeddings from Knowledge Graphs May 28, 2019 Clustering Graph Embedding
— Unverified Trivial bundle embeddings for learning graph representations Dec 5, 2021 Link Prediction Node Classification
— Unverified Ultrahyperbolic Neural Networks Dec 1, 2021 Node Classification
— Unverified Ultrahyperbolic Neural Networks May 21, 2021 Node Classification
— Unverified Uncertainty-Aware Graph Self-Training with Expectation-Maximization Regularization Mar 26, 2025 Node Classification Pseudo Label
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— Unverified Uncertainty-Aware Robust Learning on Noisy Graphs Jun 14, 2023 Graph Learning Graph Neural Network
— Unverified Uncertainty for Active Learning on Graphs May 2, 2024 Active Learning Node Classification
— Unverified Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks Nov 30, 2023 Contrastive Learning Node Classification
— Unverified Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks Sep 30, 2020 Graph Classification Link Prediction
— Unverified Uncertainty Propagation in Node Classification Apr 3, 2023 Classification Node Classification
— Unverified Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective May 17, 2021 Link Prediction Network Embedding
— Unverified Understanding graph embedding methods and their applications Dec 15, 2020 Community Detection Dynamic graph embedding
— Unverified Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory Feb 23, 2024 Node Classification
— Unverified Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems Feb 11, 2025 Community Detection Graph Learning
— Unverified Unified Robust Training for Graph NeuralNetworks against Label Noise Mar 5, 2021 image-classification Image Classification
— Unverified Unifying Graph Convolutional Networks as Matrix Factorization Jan 1, 2020 Distributed Computing Node Classification
— Unverified Unifying Homophily and Heterophily Network Transformation via Motifs Dec 21, 2020 Computational Efficiency Network Embedding
— Unverified Unifying Structural Proximity and Equivalence for Enhanced Dynamic Network Embedding Mar 14, 2025 Community Detection Network Embedding
— Unverified Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Mar 18, 2025 Link Prediction Node Classification
— Unverified Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing May 30, 2022 Node Classification
— Unverified Universal Graph Continual Learning Aug 27, 2023 Continual Learning Graph Classification
— Unverified Universal Network Representation for Heterogeneous Information Networks Sep 26, 2018 Node Classification
— Unverified Unlearning Algorithmic Biases over Graphs May 20, 2025 Fairness Node Classification
— Unverified Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models May 28, 2024 Node Classification Relation
— Unverified Unsupervised Adversarially-Robust Representation Learning on Graphs Dec 4, 2020 Adversarial Robustness Community Detection
— Unverified Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees Mar 4, 2025 Link Prediction Network Embedding
— Unverified Unsupervised Domain-adaptive Hash for Networks Aug 20, 2021 Link Prediction Node Classification
— Unverified Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Oct 8, 2020 Graph Neural Network Node Classification
— Unverified Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Dec 1, 2020 Graph Neural Network Node Classification
— Unverified Unsupervised Learning of Node Embeddings by Detecting Communities Sep 25, 2019 Clustering Node Classification
— Unverified Unsupervised Semantic Representation Learning of Scientific Literature Based on Graph Attention Mechanism and Maximum Mutual Information Oct 7, 2022 Contrastive Learning Graph Attention
— Unverified Unveiling the Role of Message Passing in Dual-Privacy Preservation on GNNs Aug 25, 2023 Node Classification Privacy Preserving
— Unverified Unveiling the Unseen Potential of Graph Learning through MLPs: Effective Graph Learners Using Propagation-Embracing MLPs Nov 20, 2023 Graph Learning Graph Neural Network
— Unverified Using Graph Algorithms to Pretrain Graph Completion Transformers Oct 14, 2022 Graph Embedding Knowledge Graph Completion
— Unverified Using Subgraph GNNs for Node Classification:an Overlooked Potential Approach Mar 9, 2025 Classification Node Classification
— Unverified 