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GuardChain: multi-stage trust framework for FL-empowered AIGC | Synapse
March 3, 2026
Open Access
GuardChain: multi-stage trust framework for FL-empowered AIGC
YY
Yike Yuan
XZ
Xinkui Zhao
Ningbo University of Technology
SY
Shuyi Yu
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Puntos clave
The multi-stage trust framework enhances security for AI-generated content, ensuring better data integrity and user trust.
Key evidence shows a reduction in security breaches by 30% in applications utilizing the trust framework compared to standard methods.
Assessment of security protocols and trust metrics establishes a comprehensive approach to secure federated learning systems.
Highlights the importance of trust in AI-generated content, calling for further exploration of these frameworks in real-world scenarios.
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Yuan et al. (Wed,) studied this question.
synapsesocial.com/papers/69a75c14c6e9836116a2486b
https://doi.org/https://doi.org/10.1186/s13677-026-00840-6
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