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Phase transitions in quantum pattern recognition

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PHYSICAL REVIEW LETTERS
卷 89, 期 27, 页码 -

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AMERICAN PHYSICAL SOC
DOI: 10.1103/PhysRevLett.89.277903

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With the help of quantum mechanics one can formulate a model of associative memory with optimal storage capacity. This model is generalized by introducing a parameter playing the role of an effective temperature. The corresponding thermodynamics provides criteria to tune the efficiency of quantum pattern recognition. It is shown that the associative memory undergoes a phase transition from a disordered, high-temperature phase with no correlation between input and output to an ordered, low-temperature phase with minimal input-output Hamming distance.

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