81 citations · 207 across the 11 of their papers we have counts for
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quant-ph2026
Scalable simulation of non-Markovian quantum transport by stochastic-phase bath reduction
Zhen Huang, Lin Lin, Pinchen Xie
Accurate simulations of non-Markovian quantum transport remain limited to small systems, and a key bottleneck is that each system site requires an independent set of quantum bath o…
quant-ph2020★ 4 cited
Coarse-grained spectral projection (CGSP): a deep learning-assisted approach to quantum unitary dynamics
Pinchen Xie, Weinan E
We propose the coarse-grained spectral projection method (CGSP), a deep learning-assisted approach for tackling quantum unitary dynamic problems with an emphasis on quench dynamics…
quant-ph2020★ 31 cited
End-to-End Quantum Machine Learning Implemented with Controlled Quantum Dynamics
Re-Bing Wu, Xi Cao, Pinchen Xie +1
Toward quantum machine learning deployed on imperfect near-term intermediate-scale quantum (NISQ) processors, the entire physical implementation of should include as less as possib…