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Deep learning-based blockchain framework for fraud detection using multilevel supervision in hierarchical generative hashing | Synapse
March 3, 2026
Deep learning-based blockchain framework for fraud detection using multilevel supervision in hierarchical generative hashing
IH
Ihab K. A. Hamdan
WA
Wulamu Aziguli
DZ
Dezheng Zhang
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Key Points
The outcome indicates improved fraud detection accuracy with deep learning methods applied to blockchain technology.
Key evidence shows that fraud detection rates reached up to 95% in tested scenarios, enhancing trust in blockchain.
Assessment using a deep learning-based blockchain framework highlights the effectiveness of multilevel supervision techniques.
This approach may enable more secure financial transactions, although further data validation is needed.
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Hamdan et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75a39c6e9836116a1fcdf
https://doi.org/https://doi.org/10.1007/s13042-025-02916-2