Network Vector: Distributed Representations of Networks with Global Context Sep 7, 2017 General Classification Node Classification
— Unverified Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network Nov 1, 2020 Extractive Summarization Extractive Text Summarization
— Unverified Neurally boosted supervised spectral clustering Sep 29, 2021 Clustering Network Embedding
— Unverified Neural Models for Output-Space Invariance in Combinatorial Problems Feb 7, 2022 Node Classification
— Unverified Neural Networks in a Product of Hyperbolic Spaces Jul 1, 2022 Graph Embedding Knowledge Graph Embedding
— Unverified Neural Trees for Learning on Graphs May 15, 2021 Node Classification
— Unverified Next Waves in Veridical Network Embedding Jul 10, 2020 Community Detection Link Prediction
— Unverified node2coords: Graph Representation Learning with Wasserstein Barycenters Jul 31, 2020 Decoder Graph Representation Learning
— Unverified Node-aware Bi-smoothing: Certified Robustness against Graph Injection Attacks Dec 7, 2023 Graph Learning Node Classification
— Unverified Node Classification and Search on the Rubik's Cube Graph with GNNs Jan 30, 2025 Node Classification Rubik's Cube
— Unverified Node Classification in Uncertain Graphs May 22, 2014 Classification General Classification
— Unverified Node Classification Meets Link Prediction on Knowledge Graphs Jun 14, 2021 Benchmarking Classification
— Unverified Node Classification via Semantic-Structural Attention-Enhanced Graph Convolutional Networks Mar 24, 2024 Graph Neural Network Node Classification
— Unverified Node Classification With Integrated Reject Option Dec 4, 2024 Classification Graph Learning
— Unverified Node Copying: A Random Graph Model for Effective Graph Sampling Aug 4, 2022 Graph Sampling Node Classification
— Unverified Node Embedding for Homophilous Graphs with ARGEW: Augmentation of Random walks by Graph Edge Weights Aug 11, 2023 Node Classification
— Unverified Node Injection Attacks on Graphs via Reinforcement Learning Sep 14, 2019 Node Classification reinforcement-learning
— Unverified Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning Aug 9, 2024 Graph Learning Graph Representation Learning
— Unverified Node Masking: Making Graph Neural Networks Generalize and Scale Better Jan 17, 2020 Node Classification Transductive Learning
— Unverified NodeNet: A Graph Regularised Neural Network for Node Classification Jun 16, 2020 Classification General Classification
— Unverified NodeReg: Mitigating the Imbalance and Distribution Shift Effects in Semi-Supervised Node Classification via Norm Consistency Mar 5, 2025 Node Classification
— Unverified Node Representation Learning for Directed Graphs Oct 22, 2018 General Classification Graph Reconstruction
— Unverified NODE-SELECT: A FLEXIBLE GRAPH NEURAL NETWORK BASED ON REALISTIC PROPAGATION SCHEME Jan 1, 2021 Graph Neural Network Node Classification
— Unverified Node-Specific Space Selection via Localized Geometric Hyperbolicity in Graph Neural Networks Mar 3, 2023 Graph Neural Network Link Prediction
— Unverified Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach Jun 5, 2024 Mixture-of-Experts Node Classification
— Unverified Noisy Node Classification by Bi-level Optimization based Multi-teacher Distillation Apr 27, 2024 Node Classification Representation Learning
— Unverified Non-Parametric Graph Learning for Bayesian Graph Neural Networks Jun 23, 2020 Graph Learning Link Prediction
— Unverified Non-Recursive Graph Convolutional Networks May 9, 2021 Node Classification Representation Learning
— Unverified NP^2L: Negative Pseudo Partial Labels Extraction for Graph Neural Networks Oct 2, 2023 Graph Learning Link Prediction
— Unverified NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification Jun 27, 2024 Node Classification Representation Learning
— Unverified Octave Graph Convolutional Network Sep 25, 2019 Node Classification Representation Learning
— Unverified On Classification Thresholds for Graph Attention with Edge Features Oct 18, 2022 Classification Graph Attention
— Unverified One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs Nov 30, 2024 Link Prediction Node Classification
— Unverified Hyperdimensional Representation Learning for Node Classification and Link Prediction Feb 26, 2024 Classification class-incremental learning
— Unverified On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods Jul 10, 2022 Attribute Fairness
— Unverified On Local Aggregation in Heterophilic Graphs Jun 6, 2021 Node Classification
— Unverified On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks Jun 8, 2023 Graph Neural Network Node Classification
— Unverified On the Adversarial Robustness of Graph Contrastive Learning Methods Nov 29, 2023 Adversarial Robustness Contrastive Learning
— Unverified On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks Sep 26, 2024 Graph Learning Graph Neural Network
— Unverified On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations Dec 8, 2021 Graph Representation Learning Multi-Label Classification
— Unverified Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks Dec 18, 2024 Node Classification regression
— Unverified Optimal Inference in Contextual Stochastic Block Models Jun 6, 2023 Community Detection Node Classification
— Unverified Optimality of Message-Passing Architectures for Sparse Graphs May 17, 2023 Graph Neural Network Node Classification
— Unverified Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks Jan 21, 2025 Fraud Detection Graph Representation Learning
— Unverified Ordinary differential equations on graph networks Sep 25, 2019 Graph Classification Graph Neural Network
— Unverified OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization Jan 31, 2023 Node Classification
— Unverified Out-of-Distribution Detection in Heterogeneous Graphs via Energy Propagation Apr 29, 2025 Node Classification Out-of-Distribution Detection
— Unverified Overcoming Class Imbalance: Unified GNN Learning with Structural and Semantic Connectivity Representations Dec 30, 2024 Graph Learning Graph Neural Network
— Unverified Overlap-aware meta-learning attention to enhance hypergraph neural networks for node classification Mar 11, 2025 Meta-Learning Node Classification
— Unverified Over-Squashing in Graph Neural Networks: A Comprehensive survey Aug 29, 2023 Link Prediction Node Classification
— Unverified 