Brain Computation: A Computer Science Perspective [pdf]

From the abstract:

'The brain carries out tasks that are very demanding from a computational perspective, apparently powered by a mere 20 Watts.This fact has intrigued computer scientists for many decades, and is currently drawing many of them to the quest of acquiring a computational understanding of the brain. Yet, at present there is no productive interaction of computer scientists with neuroscientists in this quest.'