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Machine Translation Attacks.pdf

2004.15015.pdf
Preview of Machine Translation Attacks
🔗 Source: arxiv.org
📊 Size: 1.57 MB
📄 Pages: 16 pages
⬇️ Downloads: 694

Summary

Adversaries can steal black-box machine translation systems by querying them with monolingual sentences and training imitation models to mimic their outputs, even with different input data or architectures, and then use these imitation models to generate adversarial examples that cause targeted errors, such as mistranslations or malicious outputs, and a proposed defense modifies translation outputs to misdirect the optimization of imitation models, degrading the adversary's BLEU score and attack success rate at some cost in the defender's BLEU and inference speed.

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Description

Adversaries can steal black-box machine translation systems by querying them with monolingual sentences and training imitation models to mimic their outputs,...

Technical Information

  • File Format: PDF
  • File Size: 1.57 MB
  • Pages: 16
  • Language: EN
  • Total Downloads: 694
  • Last Updated: 2 hours ago

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