Uncommon

Moravec's paradox

Observation that perception requires more computation than reasoning

Moravec's paradox

Uncommon card · No. 101189

Moravec's paradox is the observation that, as Hans Moravec wrote in 1988, "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". This counterintuitive pattern may happen because skills that appear effortless to humans, such as recognizing faces or walking, required millions of years of evolution to develop, while abstract reasoning abilities like mathematics are evolutionarily recent. This observation was articulated in the 1980s by Moravec, Rodney Brooks, Marvin Minsky, and others. Similarly, Minsky emphasized that the most difficult human skills to reverse engineer are those that are below the level of conscious awareness. "In general, we're least aware of what our minds do best", he wrote, adding: "we're more aware of simple processes that don't work well than of complex ones that work flawlessly". Steven Pinker...

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