activity
20142023
most citedExpressivity of Quantum Neural Networks

42 citations · 159 across the 11 of their papers we have counts for

collaborators

11 papers

quant-ph2023★ 15 cited

Randomness-enhanced expressivity of quantum neural networks

Yadong Wu, Juan Yao, Pengfei Zhang +1

As a hybrid of artificial intelligence and quantum computing, quantum neural networks (QNNs) have gained significant attention as a promising application on near-term, noisy interm…

cond-mat.quant-gas2022★ 3 cited

Preparing Quantum States by Measurement-feedback Control with Bayesian Optimization

Yadong Wu, Juan Yao, Pengfei Zhang

Preparation of quantum states is of vital importance for performing quantum computations and quantum simulations. In this work, we propose a general framework for preparing ground…

physics.comp-ph2021★ 14 cited

Noise Enhanced Neural Networks for Analytic Continuation

Juan Yao, Ce Wang, Zhiyuan Yao +1

Analytic continuation maps imaginary-time Green's functions obtained by various theoretical/numerical methods to real-time response functions that can be directly compared with exp…

cond-mat.dis-nn2021★ 42 cited

Expressivity of Quantum Neural Networks

Yadong Wu, Juan Yao, Pengfei Zhang +1

In this work, we address the question whether a sufficiently deep quantum neural network can approximate a target function as accurate as possible. We start with simple but typical…

cond-mat.quant-gas2019★ 19 cited

Active Learning Algorithm for Computational Physics

Juan Yao, Yadong Wu, Jahyun Koo +2

In large-scale computation of physics problems, one often encounters the problem of determining a multi-dimensional function, which can be time-consuming when computing each point…

cond-mat.quant-gas2018★ 9 cited

Efimov Enhanced Kondo Effect in Alkaline and Alkaline-Earth Atomic Gas Mixture

Juan Yao, Hui Zhai, Ren Zhang

Recent experiment has observed Feshbach resonances between alkaline and alkaline-earth atoms. These Feshbach resonances are insensitive to the nuclear spin of alkaline-earth atoms.…

cond-mat.quant-gas2018★ 4 cited

Three-Body Problem of Bosons nearby a d-wave Resonance

Juan Yao, Pengfei Zhang, Ran Qi +1

Motivated by recent experimental progresses, we investigate few-body properties of interacting spinless bosons nearby a d-wave resonance. Using the Skorniakov-Ter-Martirosion (STM)…

cond-mat.quant-gas2017★ 16 cited

Controlled Transport between Fermi Superfluids Through a Quantum Point Contact

Juan Yao, Boyang Liu, Mingyuan Sun +1

Recent advances in experimental techniques allow one to create a quantum point contact between two Fermi superfluids in cold atomic gases with a tunable transmission coefficient. I…

cond-mat.quant-gas2017★ 15 cited

A strongly interacting high partial wave Bose gas

Juan Yao, Ran Qi, Pengfei Zhang

Motivated by recent experimental progress, we make an investigation of p- and d-wave resonant Bose gas. An explantation of the Nozieres and Schmitt-Rink (NSR) scheme in terms of tw…

cond-mat.quant-gas2016★ 15 cited

Normal State Properties of a resonantly interacting p-wave Fermi Gas

Juan Yao, Shizhong Zhang

Motivated by the recent experimental progresses in the study of p-wave resonant Fermi gas, we investigate the normal state properties of such a gas close to a p-wave scattering res…

cond-mat.quant-gas2014★ 7 cited

Quantum Phases and Collective Excitations in Bose-Hubbard Models with Staggered Magnetic Flux

Juan Yao, Shizhong Zhang

We study the quantum phases of a Bose-Hubbard model with staggered magnetic flux in two dimensions, as has been realized recently [Aidelsburger {\it et al.}, PRL, {\bf 107}, 255301…