Are Hopfield Networks Faster than Conventional Computers?

Parberry, Ian, Tseng, Hung-Li

Neural Information Processing Systems 

It is shown that conventional computers can be exponentiallx faster than planar Hopfield networks: although there are planar Hopfield networks that take exponential time to converge, a stable state of an arbitrary planar Hopfield network can be found by a conventional computer in polynomial time.

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