Sasan Tavakkol

Provably Lossless Acceleration of DNN Mutation Testing via Memoization

Mutation analysis has recently reemerged in the context of deep neural networks (DNNs) as a promising, but notoriously costly, approach for assessing test dataset adequacy. Existing techniques speed up DNN mutation testing through lossy approximations that trade efficiency for mu...