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Towards Trustworthy Federated Learning with Untrusted Participants

🗓️ 04 Jun 2025 00:00:00Reported by Rachid Guerraoui, John Stephan, Youssef AllouahType 
packetstormnews
 packetstormnews🔗 packetstorm.news👁 3 Views

This work strengthens federated learning against untrusted participants by using pairwise shared randomness and robust aggregation with correlated noise, achieving strong privacy and utility without a fully trusted server.

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04 Jun 2025 00:00Current
6.7Medium risk
Vulners AI Score6.7
federated learningprivacyrobustnessrandomnesscollusionsecuritynoise injection
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