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Accelerated motional cooling with deep reinforcement learning

Bijita Sarma*, Sangkha Borah, A Kani, and Jason Twamley

  • Okinawa Institute of Science and Technology Graduate University, Okinawa 904-0495, Japan

  • *bijita.sarma@oist.jp

Classical Intelligence For Quantum Technologies: An Evidence Roadmap For AI‐Enabled Quantum‐Computing Workflows

Amar Singh, Vinod Kumar Shukla, Sahraoui Dhelim, and Chatter Singh

Adv Quantum Tech 9 e70495 (2026)

Simultaneous cooling of two levitated macromagnets in cavity magnomechanical system

Lei Chen, Yang Liu, Liang Bin, Sai-Yun Ye, Rong-Xiang Luo, and Zhi-Rong Zhong

Quantum Inf Process 24 76 (2025)

Designing fast quantum gates using optimal control with a reinforcement-learning ansatz

Bijita Sarma and Michael J. Hartmann

Phys. Rev. Applied 23 014015 (2025)

Deterministic generation of nonclassical mechanical states in cavity optomechanics via reinforcement learning

Yu-Hong Liu, Qing-Shou Tan, Le-Man Kuang, and Jie-Qiao Liao

Phys. Rev. A 111 053517 (2025)

Artificial intelligence for quantum computing

Yuri Alexeev et al.

Nat Commun 16 10829 (2025)

The Optical Second-order Sideband Generation in a Hybrid Cavity Optomechanical System Assisted with a Nitrogen-vacancy Spin Ensemble

Qinghong Liao, Jinle Xiong, Shaoping Cheng, Shaocong Deng, Ping Cao, and Chenting Deng

Int J Theor Phys 64 53 (2025)

Kinetic theory of ultrasubsonic fermion systems and applications to flat-band magic-angle twisted bilayer graphene transport

Seth M. Davis and Sankar Das Sarma

Phys. Rev. B 109 195105 (2024)

Mixtures Recomposition by Neural Nets: A Multidisciplinary Overview

Andre Nicolle, Sili Deng, Matthias Ihme, Nursulu Kuzhagaliyeva, Emad Al Ibrahim, and Aamir Farooq

J. Chem. Inf. Model. 64 597 (2024)

No-Collapse Accurate Quantum Feedback Control via Conditional State Tomography

Sangkha Borah and Bijita Sarma

Phys. Rev. Lett. 131 210803 (2023)

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