So as I said here:
I recommend using an icon with the dimension 192x192px (in my case 78 KB) and uploading this to the media section (assets). If I use a 512x512 icon (0.6 MB) or 1024x1024 (1.3 MB), the same ic_laucher.png files are created as in the case of the 192x192 icon.