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Apr, 2023
维度不变性带来的对抗样本
Adversarial Examples from Dimensional Invariance
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Benjamin L. Badger
TL;DR
本文通过理论和实验证据表明，对于指定的输入，规定近似双射映射$f：R^n →R^m（n≠m）$模型的产生了近似不连续的对抗性例子，并且这种不连续性是维数的拓扑不变性导致的。
Abstract
adversarial examples
have been found for various deep as well as
shallow learning
models, and have at various times been suggested to be either fixable model-specific bugs, or else inherent dataset feature, or bo
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