A very loud, low frequency sound detected in the oceans on multiple occasions. It's audio profile supposedly resembles that of a living creature, however due to the intensity, duration and frequency it would have to be much, much larger than any known animals that exist in the ocean.
Further Reading: Wiki on the Bloop.