A. Q. Liu

A photonic chip-based machine learning approach for the prediction of molecular properties

2022 · arXiv (Cornell University)

Machine learning methods have revolutionized the discovery process of new molecules and materials. However, the intensive training process of neural networks for molecules with ever-increasing complexity has resulted in exponential growth in computation cost, leading …

A Hybrid Quantum Computer for Quantum Finance Computation of Monte-Carlo Distribution

2022 · Optica Advanced Photonics Congress 2022

A quantum generative adversarial network with the genetic algorithm is demonstrated for quantum finance distribution loading. The hybrid quantum computer implemented by a fabricated quantum photonic chip shows its capability of generating distribution precisely.