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Home/Authors/Pengzhi Huang

Pengzhi Huang

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Kiwan Maeng1×
G. Edward Suh1×

Research Timeline

2026
Beyond Latency: A System-Level Characterization of MPC and FHE for PPML

This paper provides a comprehensive, system-level comparison of MPC and FHE for Privacy-Preserving Machine Learning (PPML) across various models and environments, moving beyond single-metric latency analysis.

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Papers

cs.CRRecentMar 31, 2026

Beyond Latency: A System-Level Characterization of MPC and FHE for PPML

Pengzhi Huang, Kiwan Maeng, G. Edward Suh

This paper provides a comprehensive, system-level comparison of MPC and FHE for Privacy-Preserving Machine Learning (PPML) across various models and environments, moving beyond single-metric latency a…

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