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The Inversion Window

How well can an adversary reconstruct your training data from the gradients you published? Drag the batch size; toggle DP budget ε. The curve shows estimated reconstruction quality (PSNR) from Geiping et al. — and the tradeoff where DP noise finally closes the window at the cost of model utility.

calculator SVG Machine LearningData Jun 22, 2026
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The Inversion Window — drag batch size slider or tap chart to set batch · tap ε buttons to toggle differential privacy noise level · data as of · Geiping et al. 2020 (arXiv:2003.14053), Abadi et al. 2016 DP-SGD ↗ open artifact ↗

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