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Home/Authors/Zeyan Liu

Zeyan Liu

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Hanyu Pei1×
Shang Liu1×

Research Timeline

2026
LymphNode: A Plug-and-Play Access Control Method for Deep Neural Networks

LymphNode is a novel, post-hoc access control framework that protects Deep Neural Networks (DNNs) from model extraction and inversion attacks by enforcing a default-deny policy and selectively restoring utility only for authorized queries.

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Papers

cs.CRRecentMay 15, 2026

LymphNode: A Plug-and-Play Access Control Method for Deep Neural Networks

Hanyu Pei, Shang Liu, Zeyan Liu

LymphNode is a novel, post-hoc access control framework that protects Deep Neural Networks (DNNs) from model extraction and inversion attacks by enforcing a default-deny policy and selectively restori…

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