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— Unverified 0Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience Jun 12, 2023 Classification global-optimization
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— Unverified 0Gophormer: Ego-Graph Transformer for Node Classification Oct 25, 2021 Classification Data Augmentation
— Unverified 0Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Sep 29, 2022 Anomaly Detection Graph Anomaly Detection
— Unverified 0GNNLens: A Visual Analytics Approach for Prediction Error Diagnosis of Graph Neural Networks Nov 22, 2020 Node Classification
— Unverified 0De Bruijn goes Neural: Causality-Aware Graph Neural Networks for Time Series Data on Dynamic Graphs Sep 17, 2022 graph construction Graph Neural Network
— Unverified 0Automated Graph Learning via Population Based Self-Tuning GCN Jul 9, 2021 Graph Classification Graph Learning
— Unverified 0GUAP: Graph Universal Attack Through Adversarial Patching Jan 4, 2023 Graph Attention Node Classification
— Unverified 0G-SPARC: SPectral ARchitectures tackling the Cold-start problem in Graph learning Nov 3, 2024 Graph Learning Link Prediction
— Unverified 0Fast Haar Transforms for Graph Neural Networks Jul 10, 2019 General Classification Node Classification
— Unverified 0Automated Knowledge Modeling for Cancer Clinical Practice Guidelines Jul 15, 2023 Classification Node Classification
— Unverified 0Graph Attention Networks with Positional Embeddings May 9, 2021 Graph Attention Node Classification
— Unverified 0HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning May 23, 2024 Decoder Graph Classification
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— Unverified 0A Unified Framework of Graph Information Bottleneck for Robustness and Membership Privacy Jun 14, 2023 Node Classification Privacy Preserving
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— Unverified 0GNNDLD: Graph Neural Network with Directional Label Distribution Feb 26, 2024 Graph Neural Network Node Classification
— Unverified 0Crypto'Graph: Leveraging Privacy-Preserving Distributed Link Prediction for Robust Graph Learning Sep 19, 2023 Graph Learning Graph Neural Network
— Unverified 0GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better Jan 24, 2025 Graph Question Answering Graph Sampling
— Unverified 0GNNAnatomy: Rethinking Model-Level Explanations for Graph Neural Networks Jun 6, 2024 Classification counterfactual
— Unverified 0Class-Balanced and Reinforced Active Learning on Graphs Feb 15, 2024 Active Learning Graph Classification
— Unverified 0Global Node Attentions via Adaptive Spectral Filters Jan 1, 2021 Node Classification
— Unverified 0Global-Local Graph Neural Networks for Node-Classification Jun 16, 2024 Classification Graph Neural Network
— Unverified 0Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos Jul 13, 2022 Change Detection Deep Learning
— Unverified 0Deep Feature Learning of Multi-Network Topology for Node Classification Sep 7, 2018 General Classification Network Embedding
— Unverified 0A graph similarity for deep learning Dec 1, 2020 Deep Learning Graph Classification
— Unverified 0GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning Sep 12, 2024 Community Detection Contrastive Learning
— Unverified 0Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacks Dec 11, 2024 Adversarial Robustness Classification
— Unverified 0Crossformer: Transformer with Alternated Cross-Layer Guidance Sep 29, 2021 Inductive Bias Machine Translation
— Unverified 0CPT: Competence-progressive Training Strategy for Few-shot Node Classification Feb 1, 2024 Meta-Learning Node Classification
— Unverified 0Graph U-Net Sep 27, 2018 Decoder Graph Embedding
— Unverified 0Graph View-Consistent Learning Network Jan 1, 2021 Node Classification Pseudo Label
— Unverified 0Graph Convolution: A High-Order and Adaptive Approach Jun 29, 2017 General Classification Node Classification
— Unverified 0Coupled Hierarchical Structure Learning using Tree-Wasserstein Distance Jan 7, 2025 Link Prediction Node Classification
— Unverified 0Effective backdoor attack on graph neural networks in link prediction tasks Jan 5, 2024 Backdoor Attack Graph Classification
— Unverified 0Geometric Pooling: maintaining more useful information Jun 21, 2023 Node Classification
— Unverified 0A Vertical Federated Learning Framework for Graph Convolutional Network Jun 22, 2021 Federated Learning Graph Neural Network
— Unverified 0A Tutorial on Online Supervised Learning with Applications to Node Classification in Social Networks Aug 31, 2016 General Classification Node Classification
— Unverified 0GraphViz2Vec: A Structure-aware Feature Generation Model to Improve Classification in GNNs Jan 30, 2024 Classification image-classification
— Unverified 0HCL: Improving Graph Representation with Hierarchical Contrastive Learning Oct 21, 2022 Contrastive Learning Graph Classification
— Unverified 0Hierarchical Randomized Smoothing Oct 24, 2023 Node Classification
— Unverified 0Geometric Multimodal Deep Learning with Multi-Scaled Graph Wavelet Convolutional Network Nov 26, 2021 Multimodal Deep Learning Node Classification
— Unverified 0Geometric Graph Representation Learning via Maximizing Rate Reduction Feb 13, 2022 Community Detection Contrastive Learning
— Unverified 0Each Graph is a New Language: Graph Learning with LLMs Jan 20, 2025 Attribute Graph Learning
— Unverified 0Co-Representation Neural Hypergraph Diffusion for Edge-Dependent Node Classification May 23, 2024 Node Classification
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