AINeutralarXiv – CS AI · 18h ago7/10
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SENTRY: Statistical Reliability Analysis of Vision Transformers Under Soft Errors
Researchers present SENTRY, a statistical fault injection framework that efficiently evaluates Vision Transformers' reliability against soft errors in safety-critical applications. The method achieves formal reliability guarantees using finite-population sampling theory, reducing experimental costs by up to 10,700x while identifying critical vulnerabilities in normalization layers and IEEE-754 exponent bits.