It is a limitation of a PWA. A native app (wrapper) will likely be coming though, and a custom Capacitor plugin could theoretically interface with the native API to switch out icons. Theoretically. No promises though :)
Quoting this comment by the dev
With all browsers?, here runs fine with chromium.
The main issue is Safari, bugs in webkit bog everything down. And iOS is stuck with it.