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Task creation form privacy parameters default #596

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merged 2 commits into from
Aug 7, 2023

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@walidabn walidabn commented Aug 3, 2023

Adding a default value for the Privacy Parameters form section, for the web-based Disco.
noiseScale to 0.1 and for the clippingRadius to 40.0
The noiseScale is chosen according to baseline values commonly used in other DP implementations in FL (https://arxiv.org/abs/1912.07902)
The clipping radius is harder to determine as a default value, as it depends on the data and other factors and is hard to optimize. We took a default value according to (https://arxiv.org/pdf/2106.07094.pdf)

Note that, the task creator can still decide to overwrite the values with their own privacy parameters, and that the defaults serve as a common baseline.

@walidabn walidabn merged commit 0325052 into develop Aug 7, 2023
@walidabn walidabn deleted the task-creation-form-privacy-parameters-default branch August 7, 2023 17:28
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