HyperSCA: A Comprehensive Hyperparameter Optimization Framework for Deep Learning-based Side Channel Attacks

Deep learning has become the dominant approach for profiled side-channel analysis (SCA), however, its effectiveness is often limited by a challenging hyperparameter optimization (HPO) process. The field is currently hindered by fundamental limitations: fragmented evaluation methodologies prevent fa...

पूर्ण विवरण

ग्रंथसूची विवरण

मुख्य लेखकों:	Yuan Li, Danqing Li, Xiaomei Tang, Bin Zhang, Changhai Ou, Pengcheng Ma, Guangfu Sun
स्वरूप:	Artigo
भाषा:	Inglês
प्रकाशित:	Ruhr-Universität Bochum 2026-07-01
श्रृंखला:	Transactions on Cryptographic Hardware and Embedded Systems
विषय:	Side-Channel Analysis Deep Learning Hyperparameter Optimization Bayesian Optimization BOHB Customized Loss Functions
ऑनलाइन पहुंच:	https://tches.iacr.org/index.php/TCHES/article/view/13140
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