Zhou Feng
1 indexed paper
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126
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Crypto×1
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2026
Unveiling the Security Risks of Federated Learning in the Wild: From Research to Practice
This paper argues that much of the existing research on Federated Learning (FL) security is based on idealized assumptions, and provides a practical evaluation framework showing that real-world attack performance is often less severe and more unstable than predicted.
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cs.CRRecentMar 21, 2026
Unveiling the Security Risks of Federated Learning in the Wild: From Research to Practice
Jiahao Chen, Zhiming Zhao, Yuwen Pu, Chunyi Zhou +3 more
This paper argues that much of the existing research on Federated Learning (FL) security is based on idealized assumptions, and provides a practical evaluation framework showing that real-world attack…
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