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Author

Michael Backes

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Preprint Sep 2026

SADRA: Sound Capability-based Access Control System for Resource-Disaggregated Architectures

Resource disaggregation separates memory and accelerators from compute nodes and makes them remotely accessible. This improves resource sharing, but also removes the local kernel from the resource-access path. Under an untrusted host, compromised host software may use stale authority, exceed delegated authority, or reu...

H. Rasifard, Amirabbas Khojasteh, Hamed Nemati et al. · 0 citations
#machine learning Preprint Sep 2026

No Free Efficiency: Revisiting the Trade-off Between Training Efficiency and Model Vulnerability

Across vision and language models, it is shown that efficiency-oriented training increases susceptibility to adversarial and privacy attacks, and is called for a paradigm shift toward multi-objective training that jointly optimizes for performance, cost, and security.

Yi-Yong Liu, Jun Sakuma, Michael Backes et al. · 0 citations

Real Money, Fake Models: Deceptive Model Claims in Shadow APIs

This paper presents the first systematic audit between official LLM APIs and corresponding shadow APIs, and uncovers widespread behavioral inconsistency and fingerprint-based evidence consistent with deceptive model claims in a subset of audited endpoints.

Ya-Ge Zhang, Yu-Kun Jiang, Zeyuan Chen et al. · 15 citations · ⚡4

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