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Code supporting the publication: BAN: detecting backdoors activated by adversarial neuron noise.

Code supporting the publication: BAN: detecting backdoors activated by adversarial neuron noise.

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Description

This repo contains the code for Xu et al. "BAN: detecting backdoors activated by adversarial neuron noise." Advances in Neural Information Processing Systems 37 (2024): 114348-114373. This paper improves backdoor feature inversion for backdoor detection by incorporating extra neuron activation information. We adversarially increase the loss of backdoored models with respect to weights to activate the backdoor effect, based on which we can easily differentiate backdoored and clean models.

Logo of Code supporting the publication: BAN: detecting backdoors activated by adversarial neuron noise.
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Programming languages
  • Jupyter Notebook 45%
  • Python 35%
  • Other 19%
  • Markdown 1%
License
  • MIT
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XX
Xiaoyun Xu
ZL
Zhuoran Liu

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