2 papers
quant-ph2020
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
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…