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Ablation Analysis for Multi-device Deep Learning-based Physical Side-channel Analysis
Ablation Analysis for Multi-device Deep Learning-based Physical Side-channel Analysis
SoK
SoK: Deep Learning-based Physical Side-channel Analysis
No (good) loss no gain
No (good) loss no gain: Systematic evaluation of loss functions in deep learning-based side-channel analysis
Label Correlation in Deep Learning-Based Side-Channel Analysis
Label Correlation in Deep Learning-Based Side-Channel Analysis
Autoencoder-enabled model portability for reducing hyperparameter tuning efforts in side-channel analysis
Autoencoder-enabled model portability for reducing hyperparameter tuning efforts in side-channel analysis
The Need for Speed
The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-Based SCA
The Best of Two Worlds
The Best of Two Worlds: Deep Learning-assisted Template Attack
Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis
Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis
Gambling for Success
Gambling for Success: The Lottery Ticket Hypothesis in Deep Learning-Based Side-Channel Analysis
Deep Learning-Based Side-Channel Analysis Against AES Inner Rounds
Deep Learning-Based Side-Channel Analysis Against AES Inner Rounds
Profiled Side-Channel Analysis in the Efficient Attacker Framework
Profiled Side-Channel Analysis in the Efficient Attacker Framework
On the Evaluation of Deep Learning-Based Side-Channel Analysis
On the Evaluation of Deep Learning-Based Side-Channel Analysis
Focus is Key to Success
Focus is Key to Success: A Focal Loss Function for Deep Learning-Based Side-Channel Analysis
To Overfit, or Not to Overfit
To Overfit, or Not to Overfit: Improving the Performance of Deep Learning-Based SCA
A Tale of Two Boards
A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage
Reinforcement Learning-Based Design of Side-Channel Countermeasures
Reinforcement Learning-Based Design of Side-Channel Countermeasures
Reinforcement learning for hyperparameter tuning in deep learning-based side-channel analysis
Reinforcement learning for hyperparameter tuning in deep learning-based side-channel analysis
On the Importance of Pooling Layer Tuning for Profiling Side-Channel Analysis
On the Importance of Pooling Layer Tuning for Profiling Side-Channel Analysis
Strength in Numbers
Strength in Numbers: Improving Generalization with Ensembles in Machine Learning-based Profiled Side-channel Analysis
Keep it Unsupervised
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning
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