I’m fairly certain that a single Japanese aircraft-carrying submarine carried-out at least one attack on the US mainland; the aircraft in question was successfully recovered by the submarine.

Twice, in fact:

http://www.offbeatoregon.com/o1101e-Japanese-submarine-blasted-its-way-into-Oregon-history.html