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20182026
most citedREFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs

858 citations

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19 papers · 1 filter

quant-ph2025★ 2 cited

High-Accuracy Temporal Prediction via Experimental Quantum Reservoir Computing in Correlated Spins

Yanjun Hou, Juncheng Hua, Ze Wu +6

Physical reservoir computing provides a powerful machine learning paradigm that exploits nonlinear physical dynamics for efficient information processing. By incorporating quantum…

quant-ph2025

Quantum Framework for Simulating Linear PDEs with Robin Boundary Conditions

Nikita Guseynov, Xiajie Huang, Nana Liu

We propose an explicit, oracle-free quantum framework for numerically simulating general linear partial differential equations (PDEs), extending previous work to incorporate (a) Ro…

quant-ph2024★ 25 cited

AI-Enabled Rapid Assembly of Thousands of Defect-Free Neutral Atom Arrays with Constant-time-overhead

Rui Lin, Han-Sen Zhong, You Li +15

Assembling increasingly larger-scale defect-free optical tweezer-trapped atom arrays is essential for quantum computation and quantum simulations based on atoms. Here, we propose a…

quant-ph2024★ 3 cited

Efficient explicit circuit for quantum state preparation of piecewise continuous functions

Nikita Guseynov, Nana Liu

Efficiently uploading data into quantum states is essential for many quantum algorithms to achieve advantage across various applications. In this paper, we address this challenge b…

quant-ph2024★ 2 cited

Atom Cavity Encoding for NP-Complete Problems

Meng Ye, Xiaopeng Li

We consider an atom-cavity system having long-range atomic interactions mediated by cavity modes. It has been shown that quantum simulations of spin models with this system can nat…

quant-ph2024★ 14 cited

Efficient explicit gate construction of block-encoding for Hamiltonians needed for simulating partial differential equations

Nikita Guseynov, Xiajie Huang, Nana Liu

One of the most promising applications of quantum computers is solving partial differential equations (PDEs). By using the Schrodingerisation technique - which converts non-conserv…

quant-ph2024★ 7 cited

Quantum algorithms for matrix geometric means

Nana Liu, Qisheng Wang, Mark M. Wilde +1

Matrix geometric means between two positive definite matrices can be defined from distinct perspectives - as solutions to certain nonlinear systems of equations, as points along ge…

quant-ph2024★ 3 cited

Boson sampling enhanced quantum chemistry

Zhong-Xia Shang, Han-Sen Zhong, Yu-Kun Zhang +5

In this work, we give a hybrid quantum-classical algorithm for solving electronic structure problems of molecules using only linear quantum optical systems. The variational ansatz…

quant-ph2024★ 7 cited

An invitation to the sample complexity of quantum hypothesis testing

Hao-Chung Cheng, Nilanjana Datta, Nana Liu +3

Quantum hypothesis testing (QHT) has been traditionally studied from the information-theoretic perspective, wherein one is interested in the optimal decay rate of error probabiliti…

quant-ph2023★ 9 cited

Quantum simulation for time-dependent Hamiltonians -- with applications to non-autonomous ordinary and partial differential equations

Yu Cao, Shi Jin, Nana Liu

Non-autonomous dynamical systems appear in a very wide range of interesting applications, both in classical and quantum dynamics, where in the latter case it corresponds to having…

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…

quant-ph2023★ 28 cited

Analog quantum simulation of partial differential equations

Shi Jin, Nana Liu

Quantum simulators were originally proposed for simulating one partial differential equation (PDE) in particular - Schrodinger's equation. Can quantum simulators also efficiently s…

quant-ph2023★ 5 cited

Quantum Force Sensing by Digital Twinning of Atomic Bose-Einstein Condensates

Tangyou Huang, Zhongcheng Yu, Zhongyi Ni +2

High sensitivity detection plays a vital role in science discoveries and technological applications. While intriguing methods utilizing collective many-body correlations and quantu…

quant-ph2023★ 14 cited

Universal Quantum Optimization with Cold Atoms in an Optical Cavity

Meng Ye, Ye Tian, Jian Lin +6

Cold atoms in an optical cavity have been widely used for quantum simulations of many-body physics, where the quantum control capability has been advancing rapidly in recent years.…

quant-ph2023★ 9 cited

Quantum simulation of discrete linear dynamical systems and simple iterative methods in linear algebra via Schrodingerisation

Shi Jin, Nana Liu

Quantum simulation is known to be capable of simulating certain dynamical systems in continuous time -- Schrodinger's equations being the most direct and well-known -- more efficie…

quant-ph2023★ 2 cited

The Sub-Exponential Critical Slowing Down at Floquet Time Crystal Phase Transition

Wenqian Zhang, Yadong Wu, Xingze Qiu +2

Critical slowing down (CSD) has been a trademark of critical dynamics for equilibrium phase transitions of a many-body system, where the relaxation time for the system to reach the…

quant-ph2022★ 87 cited

Quantum simulation of partial differential equations via Schrodingerisation: technical details

Shi Jin, Nana Liu, Yue Yu

We study a new method - called Schrodingerisation introduced in [Jin, Liu, Yu, arXiv: 2212.13969] - for solving general linear partial differential equations with quantum simulatio…

quant-ph2022★ 46 cited

Quantum simulation of partial differential equations via Schrodingerisation

Shi Jin, Nana Liu, Yue Yu

We present a simple new way - called Schrodingerisation - to simulate general linear partial differential equations via quantum simulation. Using a simple new transform, referred t…

quant-ph2022★ 10 cited

Quarter-wave Resonator Based Tunable Coupler for Xmon Qubits

Hui Wang, Yan-Jun Zhao, Rui Wang +4

We propose a scheme of tunable coupler based on quarter-wave resonator for scalable quantum integrated circuits. The open end of the T-type resonator is capacitively coupled to two…