_:n89bd410079824599a1d22e79b4174ca1xb5
<http://schema.org/text>
"\nThe discrepancies in privacy guarantees between different batch sampling methods have several implications. Firstly, it highlights the importance of accurately reporting privacy parameters for DP-SGD mechanisms. Using a batch sampler that provides weaker privacy guarantees can result in underestimating the privacy loss, potentially leading to inadequate protection of sensitive data. This discrepancy raises concerns about the reliability and accuracy of privacy assurances in practical implementations of DP-SGD. Additionally, the substantial gap between privacy analyses for different batch sampling methods emphasizes the need for caution and thorough evaluation when selecting a batch sampler for DP-SGD to ensure the desired level of privacy protection.\n"
<https://linnk.ai/ko/insight/privacy/analyzing-privacy-in-dp-sgd-mechanisms-VA59M13-/>