It seems obvious that for symmetrical distributions, like the normal, winsorizing does not change the mean.

Was looking for an answer for other common distributions, or a one-line summary of the paper.

but it can converge faster to the mean with the sample size...

https://arxiv.org/abs/1907.11391 it's pretty much the same thing