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Graph Decipher: A transparent dual‐attention graph neural network to understand the message‐passing mechanism for the node classification

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Cleora: A Simple, Strong and Scalable Graph Embedding Scheme
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Universal designated verifier transitive signatures for graph-based big data
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PPCL: Privacy-preserving collaborative learning for mitigating indirect information leakage
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CN-Motifs Perceptive Graph Neural Networks
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Resource Allocation in IoT Edge Computing via Concurrent Federated Reinforcement Learning
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Efficient and Secure Outsourcing of Differentially Private Data Publishing With Multiple Evaluators
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The Dynamic Privacy-Preserving Mechanisms for Online Dynamic Social Networks
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GATrust: A Multi-Aspect Graph Attention Network Model for Trust Assessment in OSNs
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A Comprehensive Survey on Graph Neural Networks
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Gated Graph Recurrent Neural Networks
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Image-Based Recommendations on Styles and Substitutes
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WGCN: Graph Convolutional Networks with Weighted Structural Features
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Collective Classification in Network Data
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SMOTE: Synthetic Minority Over-sampling Technique
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The class imbalance problem: A systematic study1
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Inferring from References with Differences for Semi-Supervised Node Classification on Graphs

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1007/978-981-99-8462-6_32openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s11517-025-03390-2openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/gbc60041.2025.11134470openalex-snapshot
SNFM: Scalable Node Feature Modeling in Smart Contracts for Vulnerability Detection through Graph-based Approaches
inferred← citeshttps://doi.org/10.1109/gbc60041.2025.11134475openalex-snapshot
HLGAN: Blockchain Account Detection Using Hierarchical Local-Global Attention Network
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inferred← citeshttps://doi.org/10.1109/tbdata.2025.3594303openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/tifs.2025.3589015openalex-snapshot
SAMamba: Structure-Aware Mamba for Ethereum Fraud Detection
inferred← citeshttps://doi.org/10.1109/tmi.2023.3326188openalex-snapshot
Slim UNETR: Scale Hybrid Transformers to Efficient 3D Medical Image Segmentation Under Limited Computational Resources
inferred← citeshttps://doi.org/10.1109/tsmc.2025.3571795openalex-snapshot
Hierarchical Network With Local-Global Awareness for Ethereum Account De-anonymization
inferred← citeshttps://doi.org/10.1155/2023/5917750openalex-snapshot
Node Importance Estimation with Multiview Contrastive Representation Learning
inferred← citeshttps://doi.org/10.1371/journal.pone.0340390openalex-snapshot
SkelFormer: An adaptive hierarchical transformer-based approach on skeleton graphs for human action recognition in video sequences
inferred← citeshttps://doi.org/10.3233/jifs-223304openalex-snapshot
Content and structure based attention for graph node classification
inferred← citeshttps://doi.org/10.3390/math11173691openalex-snapshot
DAG: Dual Attention Graph Representation Learning for Node Classification
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