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Are Safety Guarantees in Neural Networks Safe? How to Compute Trustworthy Robustness Certifications

arXiv cs.LG · yesterday Cached

This paper introduces the apothem measure for computing trustworthy robustness certifications in neural networks, proves intractability of volume-optimal certifications, and presents the ParallelepipedoNN system achieving twofold improvement in minimum edge length on MNIST and Fashion MNIST.

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