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Tzohar/PassLLM: The Most Accurate AI Password Guessing Tool – A PyTorch Implementation That Outperforms Competitors by 45% Using PII and LoRA Fine-Tuning on Consumer Hardware (USENIX 2025)

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Unlock the Future of Password Security with PassLLM! 🔐

Introducing PassLLM, the cutting-edge password guessing framework that outperforms competitors by 15% to 45%! Leveraging Personally Identifiable Information (PII), this tool predicts the passwords users are most likely to choose.

Key Features:

  • State-of-the-Art Accuracy: Achieves success rates 45% higher than leading benchmarks.
  • PII Inference: Guess up to 31.6% of typical users’ passwords in just 100 attempts.
  • Efficient Fine-Tuning: Runs on consumer-grade hardware with low VRAM usage.
  • Data-Driven Insights: Trained on millions of real-world credentials.

Usage Made Easy:

  • Instant Start: Run the Google Colab Demo with no installation required.
  • Simple Setup: Just input your target’s PII and watch it predict passwords!

Join the conversation on AI in cybersecurity! Share your thoughts and insights below. #AI #Cybersecurity #PasswordSecurity #PassLLM

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