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Home/Authors/Motoki Nakamura

Motoki Nakamura

1 indexed paper

Recent (6 mo)
1
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Publications per year

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26

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ML×1Crypto×1

Research Timeline

2026
Dynamic Free-Rider Detection in Federated Learning via Simulated Attack Patterns

The paper proposes S2-WEF, a novel detection method that simulates potential global-model-based attacks to dynamically identify free-riding clients in Federated Learning, achieving high robustness against evolving attacks.

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Papers

cs.LGcs.CRRecentApr 6, 2026

Dynamic Free-Rider Detection in Federated Learning via Simulated Attack Patterns

Motoki Nakamura

The paper proposes S2-WEF, a novel detection method that simulates potential global-model-based attacks to dynamically identify free-riding clients in Federated Learning, achieving high robustness aga…

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