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Like an Open Book? Read Neural Network Architecture with Simple Power Analysis on 32-Bit Microcontrollers
Model extraction is a growing concern for the security of AI systems. For deep neural network models, the architecture is the most important...
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Simple electromagnetic analysis attack based on geometric leak on ASIC implementation of ring-oscillator PUF
Physically unclonable functions (PUFs) are assumed to provide high tamper resistance against counterfeiting and hardware attacks since PUFs extract...
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Simple Electromagnetic Analysis Against Activation Functions of Deep Neural Networks
From cloud computing to edge computing, the deployment of artificial intelligence (AI) has been evolving to fit a wide range of applications....
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CNN Architecture Extraction on Edge GPU
Neural networks have become popular due to their versatility and state-of-the-art results in many applications, such as image classification, natural...
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Traditional Machine Learning Methods for Side-Channel Analysis
Traditional machine learning techniques (excluding deep learning) include a range of approaches, such as supervised, semi-supervised, and...
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What Is an Analog Side Channel?
This chapter introduces the concept of analog side channels and discusses how they can be categorized.
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S-box Pooling: Towards More Efficient Side-Channel Security Evaluations
Nowadays, profiled attacks are the standard penetration tests for security evaluations. Often the security evaluators have to perform profiled...
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Parasite: Mitigating Physical Side-Channel Attacks Against Neural Networks
Neural Networks (NNs) are now the target of various side-channel attacks whose aim is to recover the model’s parameters and/or architecture. We focus...
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Tuning Neural Networks for Superior Accuracy on Resource-Constrained Edge Microcontrollers
The approaches to tune Artificial neural networks (ANN) for running on edge devices, such as weight quantization, knowledge distillation, weight...
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Horizontal Attacks Against ECC: From Simulations to ASIC
In this paper we analyse the impact of different compile options on the success rate of side channel analysis attacks. We run horizontal differential...
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Security beyond cybersecurity: side-channel attacks against non-cyber systems and their countermeasures
Side-channels are unintended pathways within target systems that leak internal information, exploitable via side-channel attack techniques that...
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A Third is All You Need: Extended Partial Key Exposure Attack on CRT-RSA with Additive Exponent Blinding
At Eurocrypt 2022, May et al. proposed a partial key exposure (PKE) attack on CRT-RSA that efficiently factors N knowing only a...
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How to Develop ECC-Based Low Cost RFID Tags Robust Against Side-Channel Attacks
Radio Frequency Identification (RFID) tags using asymmetric cryptography are more and more proposed to solve the well-known issue of symmetric-based...
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Concept of Model
In this chapter, we provide a discussion about model types and related topics. A more detailed discussion about these concepts can be found in the...
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Scatter: a Missing Case?
Scatter is a multivariate transform proposed in combination with the Chi...
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Firmware Secure Coding Practice
After we finish the security architecture and design, we need to bring security into the development phase. On the one hand, firmware is still a type...
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Physical security in the post-quantum era
Over the past decades, quantum technology has seen consistent progress, with notable recent developments in the field of quantum computers....
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A Taxonomy of Side Channel Attacks on Critical Infrastructures and Relevant Systems
Information disclosure leads to serious exploits, disruption or damage of critical operations and privacy breaches, both in Critical Infrastructures...
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Applications of machine learning techniques in side-channel attacks: a survey
With increasing expansion of the Internet of Things, embedded devices equipped with cryptographic modules become an important factor to protect...
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A Framework for Acquiring and Analyzing Traces from Cryptographic Devices
We present a Side-Channel Analysis Platform (SCAP) Framework developed to acquire and study the traces derived from a cryptographic device when...