Essays about: "Deep Learning Side-Channel Attacks"

Showing result 1 - 5 of 9 essays containing the words Deep Learning Side-Channel Attacks.

  1. 1. A deep learning based side-channel analysis of an FPGA implementation of Saber

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Yanning Ji; [2022]
    Keywords : Side-Channel Attack; Deep Learning; Post-quantum Cryptography; Sidokanalsattack; djupinlärning; postkvantkryptering;

    Abstract : In 2016, NIST started a post quantum cryptography (PQC) standardization project in response to the rapid development of quantum algorithms which break many public-key cryptographic schemes. As the project nears its end, it is necessary to assess the resistance of its finalists to side-channel attacks. READ MORE

  2. 2. Improving deep learning assistedfar-field electromagnetic sidechannelattacks on AES : Effects on attack efficiency from using additive noise and otherdata augmentation techniques

    University essay from KTH/Mekatronik

    Author : Axel Zedigh; [2022]
    Keywords : ;

    Abstract : Profiled side-channel attacks on hardware implemented cryptographic algorithms have been a well-researched topic for the past two decades and many countermeasures against these attacks have been proposed and adopted by the industry. Recently, a new form of far field EM side channel called "screaming channel attacks" have been highlighted. READ MORE

  3. 3. An Efficiency Evaluation of Far-Field Electromagnetic Deep Learning Side-Channel Attacks in Controlled Environments

    University essay from Uppsala universitet/Signaler och system

    Author : Gabriel Evensen; [2022]
    Keywords : SCA; DL-SCA; Side-Channel Attacks; Deep Learning Side-Channel Attacks; Far-Field Side-Channel Attacks;

    Abstract : As more and more modern systems and products use built-in microcontrollers, hardware security becomes more important to protect against cyber-attacks. Internet of things devices, like Bluetooth devices, usually use an encryption algorithm to keep data safe from hackers. Advanced Encryption Standard (AES) is a commonly used encryption algorithm. READ MORE

  4. 4. Far Field EM Side-Channel Attack Based on Deep Learning with Automated Hyperparameter Tuning

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Keyi Liu; [2021]
    Keywords : Side-Channel Attack; Deep Learning; Far Field EM emission; Auto Hyperparameter Tuning; Auto-Keras; AES; Sidokanalattack; Machine Learning; Multilayer Perceptron; Hyperparameter Tuning; Bayesian Optimization; Auto-Keras; AES;

    Abstract : Side-channel attacks have become a realistic threat to the implementations of cryptographic algorithms. By analyzing the unintentional, side-channel leakage, the attacker is able to recover the secret of the target. Recently, a new type of side-channel leakage has been discovered, called far field EM emissions. READ MORE

  5. 5. Board and Chip Diversity in Deep Learning Side-Channel Attacks : On ATtiny85 Implementations Featuring Encryption and Communication

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Filip Björklund; Niklas Landin; [2021]
    Keywords : side-channel attack; deep learning; poweranalysis; ATtiny85; diversity; sidokanalsattack; djupinlärning; effektanalys; ATtiny85; mångfald;

    Abstract : Hardware security is an increasingly relevant topic because more and more systems and products are equipped with embedded microcontrollers. One type of threat against hardware security is attacks against encryption implementations in embedded hardware. READ MORE