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I guess all icons are going to have to be SVG to scale on these new devices, otherwise they are going to be impossible to see.

Yet, Android doesn't support SVG.

How does it support icon sizes - multiple resolutions stored in a single format?

You can provide resources in multiple sizes, and Android will also scale as needed