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Privacy attacks simulation #63

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tremblerz opened this issue Sep 1, 2024 · 2 comments
Open

Privacy attacks simulation #63

tremblerz opened this issue Sep 1, 2024 · 2 comments
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enhancement New feature or request research Label reserved for research questions relevant to the scope of the project

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@tremblerz
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The framework needs an effective way of quantifying how much privacy is leaked as a function of topology/collaboration approach between nodes. Additionally, this requires integrating existing well-known privacy enhancing mechanisms such as DP-SGD (Abadi et al.) and decentralized specific mechanisms like Muffliato (Cyffers et al.).

Doing it effectively allows us to quantify privacy leakage across different topologies and answer the question whether the communication topology leaks private information.

@tremblerz tremblerz added the research Label reserved for research questions relevant to the scope of the project label Sep 1, 2024
@tremblerz
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@hardlyhuman is working on integrating privacy mechanism

@tremblerz
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@photonshi is working on integrating privacy attacks

@tremblerz tremblerz added the enhancement New feature or request label Sep 1, 2024
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Labels
enhancement New feature or request research Label reserved for research questions relevant to the scope of the project
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