Author

Ashlinder Kaur

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Preprint Aug 2026

STAIN-FL: Stealthy Targeted Attack Injection with Contextual Triggers in Federated Learning

STAIN-FL is introduced, a stealthy targeted backdoor attack injection framework that uses naturally occurring surveillance conditions, including low-light scenes, indoor settings, and crowd density, as contextual triggers, to preserve clean accuracy while inducing trigger-conditioned misclassification.

Ashlinder Kaur, Purnima Murali Mohan, Zengxiang Li et al. · 0 citations