activity
20182026
most citedQuantum Neural Network States: A Brief Review of Methods and Applications

101 citations · 387 across the 47 of their papers we have counts for

collaborators

47 papers

quant-ph2026

Poisson-Compiled Quantum Singular Value Transformation for Power-Exponential Dissipation

Chao Wang, Xi-Ning Zhuang, Menghan Dou +2

We study quantum implementations of the contraction for and . Poisson summation provides an exact target--alias--tail decomposition whose…

quant-ph2026

Simulation of Lindbladian dynamics via adaptive variational quantum trajectory compression

Huan-Yu Liu, Cheng Xue, Yun-Jie Wang +5

Quantum simulation of open quantum systems in the noisy intermediate-scale quantum (NISQ) era is hindered by the non-unitary nature of dissipative dynamics and the limited quantum…

quant-ph2026

A Unified Poisson Summation Framework for Generalized Quantum Matrix Transformations

Chao Wang, Xi-Ning Zhuang, Menghan Dou +2

We present a unified algorithmic framework for quantum simulation of non-unitary dynamics and matrix functions, governed by the principle of spectral aliasing derived from the Pois…

quant-ph2026

Quantum Deep Learning: A Comprehensive Review

Yanjun Ji, Zhao-Yun Chen, Marco Roth +10

Quantum deep learning (QDL) explores the use of both quantum and quantum-inspired resources to determine when deep learning's core capabilities, such as expressivity, generalizatio…

quant-ph2025

Quantum Simulation of Non-Hermitian Special Functions and Dynamics via Contour-based Matrix Decomposition

Chao Wang, Huan-Yu Liu, Cheng Xue +4

Simulating non-Hermitian dynamics on quantum computers is often hindered by the decay of success probability and the instability of non-diagonalizable matrices. Here, we present co…

quant-ph2025

Variational quantum simulation of many-body dissipative dynamics on a superconducting quantum processor

Huan-Yu Liu, Tai-Ping Sun, Zhao-Yun Chen +7

Open quantum systems host a wide range of intriguing phenomena, yet their simulation on well-controlled quantum devices is challenging, owing to the exponential growth of the Hilbe…

quant-ph2025

Low-Overhead and High-Fidelity Preparation of Logical Non-Clifford States with Multi-Level Transversal Injection

Jiaxuan Zhang, Tian-Hao Wei, Xi-Ning Zhuang +4

Rotation gates are widely used in various quantum algorithms. To implement fault-tolerant rotation gates, state distillation or gate synthesis is typically employed. However, the o…

quant-ph2025

A Pathway to Practical Quantum Advantage in Solving Navier-Stokes Equations

Xi-Ning Zhuang, Zhao-Yun Chen, Ming-Yang Tan +12

The advent of fault-tolerant quantum computing (FTQC) promises to tackle classically intractable problems. A key milestone is solving the Navier-Stokes equations (NSE), which has r…

quant-ph2025

PolyQROM: Orthogonal-Polynomial-Based Quantum Reduced-Order Model for Flow Field Analysis

Yu Fang, Cheng Xue, Tai-Ping Sun +10

Quantum computing promises exponential acceleration for fluid flow simulations, yet the measurement overhead required to extract flow features from quantum-encoded flow field data…

quant-ph2025★ 1 cited

SparQSim: Simulating Scalable Quantum Algorithms via Sparse Quantum State Representations

Tai-Ping Sun, Zhao-Yun Chen, Yun-Jie Wang +6

Efficient simulation of large-scale quantum algorithms is pivotal yet challenging due to the exponential growth of the state space inherent in both Schödinger-based and Feynman-bas…

quant-ph2025★ 1 cited

Refined Criteria for QRAM Error Suppression via Efficient Large-Scale QRAM Simulator

Yun-Jie Wang, Tai-Ping Sun, Xi-Ning Zhuang +6

Quantum random access memory (QRAM) is a critical primitive for quantum algorithms that require data lookup in superposition, but its lack of fault tolerance poses a major obstacle…

quant-ph2024

Neural Network-Based Frequency Optimization for Superconducting Quantum Chips

Bin-Han Lu, Peng Wang, Qing-Song Li +3

Optimizing the frequency configuration of qubits and quantum gates in superconducting quantum chips presents a complex NP-complete optimization challenge. This process is critical…

quant-ph2024★ 6 cited

Quantum homotopy analysis method with quantum-compatible linearization for nonlinear partial differential equations

Cheng Xue, Xiao-Fan Xu, Xi-Ning Zhuang +8

Nonlinear partial differential equations (PDEs) are crucial for modeling complex fluid dynamics and are foundational to many computational fluid dynamics (CFD) applications. Howeve…

quant-ph2024

Scalable Constant-Time Logical Gates for Large-Scale Quantum Computation Using Window-Based Correlated Decoding

Jiaxuan Zhang, Zhao-Yun Chen, Jia-Ning Li +6

Large-scale quantum computation requires to be performed in the fault-tolerant manner. One crucial challenge of fault-tolerant quantum computing (FTQC) is reducing the overhead of…

quant-ph2024

Improving the trainability of VQE on NISQ computers for solving portfolio optimization using convex interpolation

Shengbin Wang, Guihui Li, Zhimin Wang +5

Solving combinatorial optimization problems using variational quantum algorithms (VQAs) might be a promise application in the NISQ era. However, the limited trainability of VQAs co…

physics.comp-ph2024★ 20 cited

Enabling Large-Scale and High-Precision Fluid Simulations on Near-Term Quantum Computers

Zhao-Yun Chen, Teng-Yang Ma, Chuang-Chao Ye +29

Quantum computational fluid dynamics (QCFD) offers a promising alternative to classical computational fluid dynamics (CFD) by leveraging quantum algorithms for higher efficiency. T…

quant-ph2024

Statistics-Informed Parameterized Quantum Circuit via Maximum Entropy Principle for Data Science and Finance

Xi-Ning Zhuang, Zhao-Yun Chen, Cheng Xue +7

Quantum machine learning has demonstrated significant potential in solving practical problems, particularly in statistics-focused areas such as data science and finance. However, c…

quant-ph2024★ 3 cited

Simulation of open quantum systems on universal quantum computers

Huan-Yu Liu, Xiaoshui Lin, Zhao-Yun Chen +8

The rapid development of quantum computers has enabled demonstrations of quantum advantages on various tasks. However, real quantum systems are always dissipative due to their inev…

quant-ph2024

Demonstrating a universal logical gate set in error-detecting surface codes on a superconducting quantum processor

Jiaxuan Zhang, Zhao-Yun Chen, Yun-Jie Wang +6

Fault-tolerant quantum computing (FTQC) is essential for achieving large-scale practical quantum computation. Implementing arbitrary FTQC requires the execution of a universal gate…

quant-ph2024★ 12 cited

Variational quantum eigensolver with linear depth problem-inspired ansatz for solving portfolio optimization in finance

Shengbin Wang, Peng Wang, Guihui Li +8

Great efforts have been dedicated in recent years to explore practical applications for noisy intermediate-scale quantum (NISQ) computers, which is a fundamental and challenging pr…

quant-ph2024

Unveiling NPT bound problem: From Distillability Sets to Inequalities and Multivariable Insights

Si-Yuan Qi, Geni Gupur, Yu-Chun Wu +1

Equivalence between Positive Partial Transpose (PPT) entanglement and bound entanglement is a long-standing open problem in quantum information theory. So far limited progress has…

quant-ph2024★ 3 cited

Towards Fault-Tolerant Quantum Deep Learning: Designing and Analyzing Quantum ResNet and Transformer with Quantum Arithmetic and Linear Algebra Primitives

Xiao-Fan Xu, Cheng Xue, Xi-Ning Zhuang +8

Achieving a practical quantum speedup for deep neural networks (DNNs) remains a central yet elusive goal, hindered by the dual challenges of constructing deep architectures and the…

quant-ph2023

An efficient quantum algorithm for independent component analysis

Xiao-Fan Xu, Cheng Xue, Zhao-Yun Chen +2

Independent component analysis (ICA) is a fundamental data processing technique to decompose the captured signals into as independent as possible components. Computing the contrast…

quant-ph2023

CAMEL: Physically Inspired Crosstalk-Aware Mapping and gatE scheduLing for Frequency-Tunable Quantum Chips

Bin-han Lu, Peng Wang, Zhao-yun Chen +5

Crosstalk represents a formidable obstacle in quantum computing. When quantum gates are executed parallelly, the resonance of qubit frequencies can lead to residual coupling, compr…