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We show that the noise threshold for optical quantum computing can be significantly improved by using the EPR-type of photon source. In this implementation, the detector efficiency is required to be larger than 50%, and the source efficiency can be an arbitrarily small positive number. This threshold compares favorably with the implementation using the single-photon source, where one requires the combined efficiency . We discuss several physical setups for realization of the required EPR photon source, including the photon emitter from a single-atom cavity.

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