I don't know that I'm autistic but I've grown very sensitive to nuisances over the years, which is why I wear them any time I'm not with someone I know.

I use the Background Sounds feature on the iPhone, set to Dark Noise, in public transit if there are loud people nearby that my music isn't drowning out. Recommend trying it out. There's a Control Centre shortcut for it too (with an ear icon).