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Tony Cai, Jiashun Jin, and Mark G

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math.ST 1

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Focused Width in Adversarial Fake Detection: A Separation

math.ST · 2026-07-06 · accept · novelty 7.0

For discrete perturbation sets between the hypercube and the odd integer grid, the focused width overestimates the detectability radius by at least a √(log n) factor in the Gaussian model and by n^{1/4} for Laplace data.

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  • Focused Width in Adversarial Fake Detection: A Separation math.ST · 2026-07-06 · accept · none · ref 6

    For discrete perturbation sets between the hypercube and the odd integer grid, the focused width overestimates the detectability radius by at least a √(log n) factor in the Gaussian model and by n^{1/4} for Laplace data.