_:n89bd410079824599a1d22e79b4174ca1xb3
<http://schema.org/text>
"\nThe choice of batch sampler plays a crucial role in determining the privacy guarantees in DP-SGD mechanisms. Different batch sampling methods, such as deterministic, Poisson, and shuffle samplers, have varying impacts on the privacy analysis. For example, the shuffle batch sampler is commonly used in practice for its efficiency in constructing batches by randomly permuting examples. However, the privacy guarantees provided by shuffle sampling may not be as strong as those provided by Poisson subsampling. The choice of batch sampler can significantly affect the privacy parameters reported for DP-SGD, leading to discrepancies in the level of privacy protection offered.\n"
<https://linnk.ai/ko/insight/privacy/analyzing-privacy-in-dp-sgd-mechanisms-VA59M13-/>