2 citations · 2 across the 3 of their papers we have counts for
4 papers
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…
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.…
A New Non-Binary Response Generation Scheme from Physical Unclonable Functions
Yonghong Bai, Zhiyuan Yan
Physical Unclonable Functions (PUFs) are widely used in key generation, with each PUF cell typically producing one bit of data. To enable the extraction of longer keys, a new non-b…
A Novel Key Generation Scheme Using Quaternary PUF Responses and Wiretap Polar Coding
Yonghong Bai, Zhiyuan Yan
Physical unclonable functions (PUFs) are widely considered in secret key generation for resource constrained devices. However, PUFs require additional hardware overhead. In this pa…