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There's nothing stopping the H1-B worker from also arranging a false wedding (or a real one), though.

In theory, there absolutely is. In order to get a green card you have to provide all kinds of proof of relationship.

The criminal in the above situation would have to provide the same proof of relationship and any criminal record is going to be an issue.