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cs.CR2026
Hardware-Rooted PUF Fingerprinting for Device-Level Traceability in Knowledge Distillation
Ning Lyu, Yuntao Liu, Yonghong Bai +1
Knowledge distillation (KD) enables model transfer across heterogeneous platforms and deployment environments, yet it exposes proprietary models to distillation-based theft, where…
cs.CR2026
PDF: PUF-based DNN Fingerprinting for Knowledge Distillation Traceability
Ning Lyu, Yuntao Liu, Yonghong Bai +1
Knowledge distillation transfers large teacher models to compact student models, enabling deployment on resource-limited platforms while suffering minimal performance degradation.…