How do I stop my wallpapers from showing up on my wife's computer?

My wife and I both run Windows 10 on our computers hooked to a joint router and Internet connection. The problem is that my desktop wallpaper jumps over to her computer. She has her favorite wallpapers but mine occasionally show up on her computer. How do I stop this?
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