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I appear to have fixed the problem with

find_package(CUDA REQUIRED)

set(config)

so that the config variable used in generate_messages(...) gets cleared of anything remaining from finding CUDA. This successfully compiles.

However, I'm hesitant to call this a solution, since I don't know if catkin is expecting a value for config (hence why generate_messages(...) doesn't clear the variable itself)