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Hardware-Rooted PUF Fingerprinting for Device-Level Traceability in Knowledge Distillation

Lyu, Ning et al.
arXiv (All) · Papers
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cryptography-and-security
Knowledge distillation (KD) enables model transfer across heterogeneous platforms and deployment environments, yet it exposes proprietary models to distillation-based theft, where an adversary extracts intellectual property (IP) by training a student model on teacher outputs. Current defenses, such
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