No, what’s really arrogant is to think any other species would bother coming here incognito, just to study or interact with us yokels, and then be so incompetent they couldn’t even effectively hide their presence from us.
If they’re here, we’d know it. Unless they didn’t want us to find out, in which case we’d never know it.