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Graduate School of Engineering and Science, Shibaura Institute of Technology, Toyosu 3-7-5, Tokyo 135-8548, Japan
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DRL can autonomously discover quantum circuits for imaginary time evolution with 37% fewer gates and 43% less depth than standard approaches, hinting at non-intuitive, hardware-efficient algorithm designs.