Answer:
Well, it's technically not abandoned - he just lives somewhere else. When you're a star of Sly's calibre, you can move mansions as the mood strikes you.
Explanation: The home in question is located in palm springs, at the center of the exclusive golf community, the Madison Club, where Stallone is neighbours with the Kardashians and the Crawfords.