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Updates on Federated Learning part4(AI 2024)
- Federated learning (FL) is susceptible to backdoor attacks.
- Existing academic studies rely on a high proportion of real clients, which is impractical in real-world industrial scenarios.
- DarkFed presents a practical FL backdoor attack by emulating fake clients and using a shadow dataset.
- Covert backdoor updates are strategically constructed to evade detection by defenses.
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