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V. PravijaRajP

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#machine learning Preprint Sep 2026

Upholding Robustness in Federated Learning: Trends, Emerging Strategies, and Research Opportunities

This work offers a holistic synthesis of FL robustness along three tightly coupled angles: a threat-centric view of robustness that categorizes the multifaceted attack surfaces, a structured taxonomy of robust aggregation strategies distinguishing outcome-centric approaches from security-centric strategies, and a layer...

V. PravijaRajP, Ashish Gupta, Andrea Augello et al. · 0 citations

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