Detection of entangled states supported by reinforcement learning

• URL: http://arxiv.org/abs/2307.09176v1
• Date: Tue, 18 Jul 2023 11:51:14 GMT
• Title: Detection of entangled states supported by reinforcement learning
• Abstract summary: In this work, we present nonlinear readout of highly entangled states by employing reinforcement learning. We achieve a metrological gain of 6.97 dB beyond the classical precision limit.
• Score: 19.16162499075206
• License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
• Abstract: Discrimination of entangled states is an important element of quantum enhanced metrology. This typically requires low-noise detection technology. Such a challenge can be circumvented by introducing nonlinear readout process. Traditionally, this is realized by reversing the very dynamics that generates the entangled state, which requires a full control over the system evolution. In this work, we present nonlinear readout of highly entangled states by employing reinforcement learning (RL) to manipulate the spin-mixing dynamics in a spin-1 atomic condensate. The RL found results in driving the system towards an unstable fixed point, whereby the (to be sensed) phase perturbation is amplified by the subsequent spin-mixing dynamics. Working with a condensate of 10900 {87}^Rb atoms, we achieve a metrological gain of 6.97 dB beyond the classical precision limit. Our work would open up new possibilities in unlocking the full potential of entanglement caused quantum enhancement in experiments.

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