Moravec's Paradox
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A Moravec's Paradox is a paradox that, contrary to traditional assumptions, high-level reasoning requires very little computation, but low-level sensorimotor skills require enormous computational resources.
- See: Artificial Intelligence, Robotics, Reasoning, Sensory Processing#Sensorimotor System, Hans Moravec, Rodney Brooks, Marvin Minsky, Steven Pinker.
References
2014
- (Wikipedia, 2014) ⇒ http://en.wikipedia.org/wiki/Moravec's_paradox Retrieved:2014-1-19.
- Moravec's paradox is the discovery by artificial intelligence and robotics researchers that, contrary to traditional assumptions, high-level reasoning requires very little computation, but low-level sensorimotor skills require enormous computational resources. The principle was articulated by Hans Moravec, Rodney Brooks, Marvin Minsky and others in the 1980s. As Moravec writes, "it is comparatively easy to make computers exhibit adult level performance on intelligence tests or playing checkers, and difficult or impossible to give them the skills of a one-year-old when it comes to perception and mobility."Template:Sfn
Linguist and cognitive scientist Steven Pinker considers this the most significant discovery uncovered by AI researchers. In his book The Language Instinct, he writes: }}
Marvin Minsky emphasizes that the most difficult human skills to reverse engineer are those that are unconscious. “In general, we're least aware of what our minds do best," he writes, and adds "we're more aware of simple processes that don't work well than of complex ones that work flawlessly."Template:Sfn
- Moravec's paradox is the discovery by artificial intelligence and robotics researchers that, contrary to traditional assumptions, high-level reasoning requires very little computation, but low-level sensorimotor skills require enormous computational resources. The principle was articulated by Hans Moravec, Rodney Brooks, Marvin Minsky and others in the 1980s. As Moravec writes, "it is comparatively easy to make computers exhibit adult level performance on intelligence tests or playing checkers, and difficult or impossible to give them the skills of a one-year-old when it comes to perception and mobility."Template:Sfn
1988
- (Moravec, 1988) ⇒ Hans Moravec. (1988). “Mind Children." Harvard University Press. ISBN:9780674576186
- QUOTE: … unfortunately for humanlike robots, computers are at their worst trying to do the things most natural to humans, such as seeing, hearing, manipulating objects, learning languages, and commonsense reasoning. This dichotomy - machines doing well things human find hard, while doing poorly what is easy for us - is a giant clue to the problem of how to construct an intelligent machine ...