activity
20212025
most citedExtract the Degradation Information in Squeezed States with Machine Learning

30 citations · 31 across the 6 of their papers we have counts for

collaborators

6 papers

quant-ph2025

Machine Learning Enhanced Quantum State Tomography on FPGA

Hsun-Chung Wu, Hsien-Yi Hsieh, Zhi-Kai Xu +7

Machine learning techniques have opened new avenues for real-time quantum state tomography (QST). In this work, we demonstrate the deployment of machine learning-based QST onto edg…

quant-ph2024

Neural Network Enhanced Single-Photon Fock State Tomography

Hsien-Yi Hsieh, Yi-Ru Chen, Jingyu Ning +7

Even though heralded single-photon sources have been generated routinely through the spontaneous parametric down conversion, vacuum and multiple photon states are unavoidably invol…

quant-ph2023★ 1 cited

Generation of heralded optical `Schroedinger cat' states by photon-addition

Yi-Ru Chen, Hsien-Yi Hsieh, Jingyu Ning +7

Optical "Schrödinger cat" states, the non-classical superposition of two quasi-classical coherent states, serve as a basis for gedanken experiments testing quantum physics on mesos…

quant-ph2022

Direct parameter estimations from machine-learning enhanced quantum state tomography

Hsien-Yi Hsieh, Jingyu Ning, Yi-Ru Chen +4

With the capability to find the best fit to arbitrarily complicated data patterns, machine-learning (ML) enhanced quantum state tomography (QST) has demonstrated its advantages in…

quant-ph2021

Experimental Demonstration of Topological Charge Protection in Wigner Current

Yi-Ru Chen, Hsien-Yi Hsieh, Jingyu Ning +7

We experimentally reconstruct Wigner's current of quantum phase space dynamics for the first time. We reveal the ``push-and-pull" associated with damping and diffusion due to the c…

quant-ph2021★ 30 cited

Extract the Degradation Information in Squeezed States with Machine Learning

Hsien-Yi Hsieh, Yi-Ru Chen, Hsun-Chung Wu +5

In order to leverage the full power of quantum noise squeezing with unavoidable decoherence, a complete understanding of the degradation in the purity of squeezed light is demanded…