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Solved. The only thing I did after posting the above (ad after a weekend away from it) was to search and locate all the libraries related to CUDA.

On my 64bits system and OS (linux ubuntu 13.04) they are in


So appending the above line to


followed by

sudo ldconfig

did the trick. Simply had omitted this (it actually wasn't explicit in the installation guide I had followed). Now CPU examples I could compile can be executed.