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Side Channels Analysis and Deep Learning

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Hi, thanks a lot for sharing this work! I don't understand why the test script requires X_profiling and Y_profiling. I thought the profiling is done in the trainting phase and...

First of all, thank you for providing the additional data set with the random keys. Great work! :-) When looking at the two different data sets, I was a little...

In v2 trace set, do you use the fixed key after index 500,000? Thank you

Hi, We found that the variable-key database would have a first-order leakage and was broken by a first-order CPA though it is mentioned that the traces in the database should...

Hi, Does this mean that mean rank have nothing to do with loss and acc in train? you said that the desynchronization only deal with test_deta, not profiling_data. i wonder...

In your paper, you mentioned that the mean rank of the model is close to 0, but the average correct rate of the model is only about 0.004. But I...

I wonder what's the label for _y = to_categorical(Y_profiling, num_classes=256)_ since Y contains multiple tensors within one sample? The error of course occurs: _TypeError: Cannot cast array data from dtype([('alpha_mask',...

Hi, I tried both MLP and CNN models, while only using the pre-trained CNN model (cnn_best_ascad_desync0_epochs75_classes256_batchsize200.h5) can achieve good rank performance as shown in the paper. Utilizing the pre-trained MLP...

referring to most up-to-date paper

Please check the eight full raw trace files, each of 100 GB size. The last examples metadata for PTX, CTX, KEY, MASKS tokens are all set to zeros ![image](https://user-images.githubusercontent.com/2289914/216852830-4a4ee101-9479-4354-a5d1-cc1a531cba4b.png) This...