You can, we have done this to customise the page to include company logo etc
You can edit the html file
What we did was create a copy of an existing theme and edit this copied theme.
If you click the pencil icon of the copied theme, you can select the relevant html file and edit it.
Option to replace the logo on the Splash Screen page.