According to MaterialIconsUrlProvider.kt, the icons are bundled in jar and loaded from "images/material/icons/". Not sure which jar actually contains it, though. I couldn't find it in current version or any old version I downloaded.

After a commit at 2020-01-16, they support loading it from sdk, so now it's all in Sdk/icons/material.