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Opacus

NOT ON THE CURRENT EDITION
This blip is not on the current edition of the Radar. If it was on one of the last few editions it is likely that it is still relevant. If the blip is older it might no longer be relevant and our assessment might be different today. Unfortunately, we simply don't have the bandwidth to continuously review blips from previous editions of the RadarUnderstand more
Published: Oct 28, 2020
Oct 2020
评估?

差分隐私的概念最初出现在2016年的雷达中。虽然通过系统模型推断查询来破坏隐私的问题在当时可以被识别出来,但因为几乎没有补救措施,它在很大程度上还是个理论性问题。整个行业都缺少能预防它发生的工具。Opacus 是一个 Python 的新库,可以结合PyTorch 使用,来帮助阻挡某种类型的差分隐私攻击。虽然这是很有前景的进展,但发现正确的模型以及能应用其上的数据集,一直颇具挑战。这个库仍然很新,所以我们拭目以待未来人们对它的接受度会变成什么样。