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M. Amini

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Open access Sep 2026

In-depth Analysis of Privacy Threats in Federated Learning for Medical Data.

A holistic framework, MedPFL, is proposed for analyzing privacy risks in processing medical data in the FL environment and developing effective mitigation strategies for protecting privacy, which demonstrates the higher privacy risks in FL to process medical images.

B. Das, M. Amini, Yanzhao Wu · 0 citations
#artificial intelligence Preprint Sep 2026

SoK: Rethinking Jailbreaking in the Era of Agentic AI: Attacks, Defenses, and Practical Consideration

A Systematization of Knowledge (SoK) that reframes jailbreak security around the full agentic execution pipeline, and develops unified taxonomies of attacks and defenses spanning user interaction, planning and reasoning, memory, tool use, and inter-agent communication, introduces a security--utility--efficiency evaluat...

Md. Jueal Mia, Yanzhao Wu, S. Uluagac et al. · 0 citations

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