Caliber maps a target accuracy-retention level to a Gaussian logit-noise variance using a margin-normalized logistic curve, and derives the per-input query multiplier needed to average the noise away.
com/news/detecting-and-preventing-distillation-attacks(2026), news post, February 2026
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Caliber: Cross-Architecture Extraction-Cost Control for Score-Returning APIs
Caliber maps a target accuracy-retention level to a Gaussian logit-noise variance using a margin-normalized logistic curve, and derives the per-input query multiplier needed to average the noise away.