AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work shows that, when there is a quadratic gap in computational resources between attacker and defender, every learnable classification task admits either a transferable attack or an adversarial defense, and proves a stronger result that implies this failure.
The interactive PCP is constructed, which shows a protocol in which a polynomial-time verifier can verify the approximate consistency of (P,Q), and places l_2-approximate probabilistic consistency of explicit claims in NP, with certificates of length O(mn + log B) in the input bit-precision B.
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