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Deep learning seq-to-seq models to predict password from username using leaked password data

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guesspass: predict password from username

Building on our work that uses ~881M leaked passwords to build a character-level password generator as a way to assess password strength, we more directly approach the problem of how predictable is the password in a setting where we know the user's password. We build a supervised model that uses the username to predict the password. We then test the model to see how well we can predict the password among unseen usernames, assessing the prediction accuracy with edit distance, etc., kinds of metrics.

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Rajashekar Chintalapati and Gaurav Sood

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Deep learning seq-to-seq models to predict password from username using leaked password data

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