PassGPT: Password Modeling and (Guided) Generation with LLMs

arxiv.orgsite

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Password Cracking

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2026-10-10

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1. ▲
   PassGPT github.com

   tool category #password-cracking link ↗

   PassGPT is a GPT-2 model trained from scratch on password leaks.

   
2. ▲
   GENPass: A General Deep Learning Model for Password Guessing with PCFG Rules and Adversarial Generation (2018) ieeexplore.ieee.org

   site category #password-cracking link ↗
3. ▲
   PGTCN: A Novel Password-Guessing Model Based On Temporal Convolution Network (2023) annas-archive.pk

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4. ▲
   PassGAN: A Deep Learning Approach for Password Guessing (2017) arxiv.org

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5. ▲
   When Intelligence Fails: An Empirical Study on Why LLMs Struggle with Password Cracking (2025) arxiv.org

   site category #password-cracking link ↗
   
6. ▲
   PGMaP: Password Generation Based On Mask Prediction (2026) linkinghub.elsevier.com

   site category #password-cracking link ↗