A sampling-based statistical method bounds ViT soft-error failure rates with 99% confidence using thousands of injections and up to 10,700x cost reduction versus exhaustive testing.
Phd thesis summary: Methods for reliability assessment and enhancement of deep neural network hardware accelerators,
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SENTRY: Statistical Reliability Analysis of Vision Transformers Under Soft Errors
A sampling-based statistical method bounds ViT soft-error failure rates with 99% confidence using thousands of injections and up to 10,700x cost reduction versus exhaustive testing.