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Neural Information Processing Systems 

CATrequires almostthesamenumber ofepochsto15 converge compared with baseline PGD-AT,and thus almost identical training time. One application of CAT is to sketch (approximately estimate) the empirical achievable trade-off between accuracy27 and robustness of the same model trained under differentλ values, in a cheap and efficient way (avoiding training28 manytimes).

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