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FIRE: Latent Space Backdoor Mitigation at Runtime

FIRE: Latent Space Backdoor Mitigation at Runtime
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πŸ“„Read original on ArXiv AI

⚑ 30-Second TL;DR

What Changed

Inference-time repair via latent directions

Why It Matters

Enables secure use of vulnerable deployed models without retraining. Low compute cost suits real-time applications.

What To Do Next

Evaluate benchmark claims against your own use cases before adoption.

Who should care:Researchers & Academics

Key Points

  • β€’Inference-time repair via latent directions
  • β€’No training data or model changes needed
  • β€’Superior on various attacks and architectures
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