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Training variational quantum algorithms with random gate activation

Shuo Liu1, Shi-Xin Zhang2,*, Shao-Kai Jian3,†, and Hong Yao1,‡

  • 1Institute for Advanced Study, Tsinghua University, Beijing 100084, China
  • 2Tencent Quantum Laboratory, Tencent, Shenzhen, Guangdong 518057, China
  • 3Department of Physics & Engineering Physics, Tulane University, New Orleans, Louisiana 70118, USA

  • *shixinzhang@tencent.com
  • †sjian@tulane.edu
  • ‡yaohong@tsinghua.edu.cn

Review on Ansatz Architectures of Variational Quantum Algorithms for Continuous Optimization: From Fixed Structures to Adaptive Evolution

Chuanzhou He, Qiang Li, and Jun Zhang

Processes 14 2095 (2026)

Dual role of low-weight Pauli propagation: A flawed simulator but a powerful initializer for variational quantum algorithms

Zong-Liang Li and Shi-Xin Zhang

Phys. Rev. Research 8 013266 (2026)

Variational quantum algorithm for anion exchange across an electrolyzer membrane

Timur Gubaev, Philipp Pfeffer, Christian Dreßler, and Jörg Schumacher

Phys. Rev. Applied 26 014051 (2026)

Noisy monitored quantum circuits

Shuo Liu, Shao-Kai Jian, and Shi-Xin Zhang

J. Phys.: Condens. Matter 38 203001 (2026)

Diffusion‐Enhanced Optimization of Variational Quantum Eigensolver for General Hamiltonians

Shikun Zhang, Zheng Qin, Yongyou Zhang, Yang Zhou, Rui Li, Chunxiao Du, and Zhisong Xiao

Adv Quantum Tech 9 e00766 (2026)

No title available

Cao Vu Bui, Van Nam Nguyen, and Hoang Anh Vu Nguyen

Greedy gradient-free adaptive variational quantum algorithms on a noisy intermediate scale quantum computer

César Feniou, Muhammad Hassan, Baptiste Claudon, Axel Courtat, Olivier Adjoua, Yvon Maday, and Jean-Philip Piquemal

Sci Rep 15 18689 (2025)

Variational post-selection for ground states and thermal states simulation

Shi-Xin Zhang, Jiaqi Miao, and Chang-Yu Hsieh

Quantum Sci. Technol. 10 015028 (2025)

Subsystem Information Capacity in Random Circuits and Hamiltonian Dynamics

Yu-Qin Chen, Shuo Liu, and Shi-Xin Zhang

Quantum 9 1783 (2025)

Batched Line Search Strategy for Navigating through Barren Plateaus in Quantum Circuit Training

Jakab Nádori, Gregory Morse, Barna Fülöp Villám, Zita Majnay-Takács, Zoltán Zimborás, and Péter Rakyta

Quantum 9 1841 (2025)

Toward a resource-optimized dynamic quantum algorithm via non-iterative auxiliary subspace corrections

Chayan Patra, Debaarjun Mukherjee, Sonaldeep Halder, Dibyendu Mondal, and Rahul Maitra

The Journal of Chemical Physics 161 144119 (2024)

Information flow in parameterized quantum circuits

Abhinav Anand, Lasse Bjørn Kristensen, Felix Frohnert, Sukin Sim, and Alán Aspuru-Guzik

Quantum Sci. Technol. 9 035025 (2024)

Absence of Barren Plateaus in Finite Local-Depth Circuits with Long-Range Entanglement

Hao-Kai Zhang, Shuo Liu, and Shi-Xin Zhang

Phys. Rev. Lett. 132 150603 (2024)

Universal imaginary-time critical dynamics on a quantum computer

Shi-Xin Zhang and Shuai Yin

Phys. Rev. B 109 134309 (2024)

Neural-network-encoded variational quantum algorithms

Jiaqi Miao, Chang-Yu Hsieh, and Shi-Xin Zhang

Phys. Rev. Applied 21 014053 (2024)

Quantum approximate optimization algorithm with random and subgraph phase operators

Anthony Wilkie, Igor Gaidai, James Ostrowski, and Rebekah Herrman

Phys. Rev. A 110 022441 (2024)

Optimal depth and a novel approach to variational unitary quantum process tomography

Vladlen Galetsky, Pol Julià Farré, Soham Ghosh, Christian Deppe, and Roberto Ferrara

New J. Phys. 26 073017 (2024)

Efficient and Robust Parameter Optimization of the Unitary Coupled-Cluster Ansatz

Weitang Li, Yufei Ge, Shi-Xin Zhang, Yu-Qin Chen, and Shengyu Zhang

J. Chem. Theory Comput. 20 3683 (2024)

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