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Enhance privacy preservation #17

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nikita-kotsehub opened this issue Nov 2, 2022 · 0 comments
Open

Enhance privacy preservation #17

nikita-kotsehub opened this issue Nov 2, 2022 · 0 comments
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enhancement New feature or request

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@nikita-kotsehub
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Currently, endpoints send back the model weights, which isn't secure. Here some ideas we can implement:

  1. Send back just the updates
  2. Encode the position of the model updates and send back only the weights that changed (assuming only a few weights change)
  3. Add a mask to each individual model update such that upon aggregate the masks are negated
  4. Add encryption to the weights before they enter the funcX pipeline
@nikita-kotsehub nikita-kotsehub added the enhancement New feature or request label Nov 2, 2022
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