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Home/Authors/Jacob Huckelberry

Jacob Huckelberry

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

Andrea Mattia Garavagno1×
Yuke Zhang1×
Peter A. Beerel1×
James Mickens1×
Vijay Janapa Reddi1×

Research Timeline

2026
Breaking TinyML: Why Quantized Neural Networks Need Domain-Specific Security Analysis

This paper demonstrates a two-step attack pipeline to bypass the security of Quantized Neural Networks (QNNs) in TinyML hardware, highlighting the need for more hardware-aware security research.

Highlighted terms show continued research focus across papers

Papers

cs.CREmpiricalRecentJun 12, 2026

Breaking TinyML: Why Quantized Neural Networks Need Domain-Specific Security Analysis

Jacob Huckelberry, Andrea Mattia Garavagno, Yuke Zhang, Peter A. Beerel +2 more

This paper demonstrates a two-step attack pipeline to bypass the security of Quantized Neural Networks (QNNs) in TinyML hardware, highlighting the need for more hardware-aware security research.

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