Sunday, July 20, 2014

superintelligence


mashable |  Humans are currently the most intelligent beings on the planet — the result of a long history of evolutionary pressure and adaptation. But could we some day design and build machines that surpass the human intellect?

This is the concept of superintelligence, a growing area of research that aims to improve understanding of what such machines might be like, how they might come to exist, and what they would mean for humanity's future.

Oxford philosopher Nick Bostrom's recent book Superintelligence: Paths, Dangers, Strategies discusses a variety of technological paths that could reach superintelligent artificial intelligence (AI), from mathematical approaches to the digital emulation of human brain tissue.

And although it sounds like science fiction, a group of experts, including Stephen Hawking, wrote an article on the topic noting that "There is no physical law precluding particles from being organised in ways that perform even more advanced computations than the arrangements of particles in human brains."

Brain as computer 
The idea that the brain performs "computation" is widespread in cognitive science and AI since the brain deals in information, converting a pattern of input nerve signals to output nerve signals.

Another well-accepted theory is that physics is Turing-computable: That whatever goes on in a particular volume of space, including the space occupied by human brains could be simulated by a Turing machine, a kind of idealized information processor. Physical computers perform these same information-processing tasks, though they aren't yet at the level of Turing's hypothetical device.

These two ideas come together to give us the conclusion that intelligence itself is the result of physical computation. And, as Hawking and colleagues go on to argue, there is no reason to believe that the brain is the most intelligent possible computer.

In fact, the brain is limited by many factors, from its physical composition to its evolutionary past. Brains were not selected exclusively to be smart, but to generally maximize human reproductive fitness. Brains are not only tuned to the tasks of the hunter gatherer, but also designed to fit through the human birth canal; supercomputing clusters or data-centers have no such constraints.
Synthetic hardware has a number of advantages over the human brain both in speed and scale, but the software is what creates the intelligence. How could we possibly get smarter-than-human software?

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