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Running quantum algorithms often involves implementing complex quantum circuits with such a large number of multi-qubit gates that the challenge of tackling practical applications appears daunting. To date, no experiments have successfully…

Quantum circuit compilation comprises many computationally hard reasoning tasks that nonetheless lie inside #$\mathbf{P}$ and its decision counterpart in $\mathbf{PP}$. The classical simulation of general quantum circuits is a core example.…

Quantum Physics · Physics 2024-03-13 Jingyi Mei , Marcello Bonsangue , Alfons Laarman

Quantum computers are expected to enable fast solving of large-scale combinatorial optimization problems. However, their limitations in fidelity and the number of qubits prevent them from handling real-world problems. Recently, a…

Statistical Mechanics · Physics 2025-07-23 Hyakka Nakada , Kotaro Tanahashi , Shu Tanaka

The simulation of quantum circuits using the tensor network method is very computationally demanding and requires significant High Performance Computing (HPC) resources to find an efficient contraction order and to perform the contraction…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-25 David Brayford , John Brennan , Momme Allalen , Kenneth Hanley , Luigi Iapichino , Lee ORiordan , Niall Moran

Owing to the computational complexity of electronic structure algorithms running on classical digital computers, the range of molecular systems amenable to simulation remains tightly circumscribed even after many decades of work. Quantum…

Quantum Physics · Physics 2022-05-18 Alexis Ralli , Michael I. Williams , Peter V. Coveney

A pivotal task for quantum computing is to speed up solving problems that are both classically intractable and practically valuable. Among these, combinatorial optimization problems have attracted tremendous attention due to their broad…

With the current rate of progress in quantum computing technologies, systems with more than 50 qubits will soon become reality. Computing ideal quantum state amplitudes for circuits of such and larger sizes is a fundamental step to assess…

Quantum simulation is one of the central discipline to demonstrate the power of quantum computing. In recent years, the theoretical framework of quantum superchannels has been developed and applied widely as the extension of quantum…

Quantum Physics · Physics 2023-04-12 K. Wang , D. -S. Wang

Classical simulation is important because it sets a benchmark for quantum computer performance. Classical simulation is currently the only way to exercise larger numbers of qubits. To achieve larger simulations, sparse matrix processing is…

Quantum Physics · Physics 2007-05-23 John Robert Burger

Simulating quantum systems using classical computing equipment has been a significant research focus. This work demonstrates that circuits as large and complex as the random circuit sampling (RCS) circuits published as a part of Google's…

Quantum Physics · Physics 2024-11-20 Venkateswaran Kasirajan , Torey Battelle , Bob Wold

In the effort to develop useful quantum computers simulating quantum machines with conventional computing resources is a key capability. Such simulations will always face limits preventing the emulation of quantum computers of substantial…

Quantum Physics · Physics 2023-02-20 Xiaosi Xu , Simon Benjamin , Jinzhao Sun , Xiao Yuan , Pan Zhang

The rapid pace of recent advancements in numerical computation, notably the rise of GPU and TPU hardware accelerators, have allowed tensor network (TN) algorithms to scale to even larger quantum simulation problems, and to be employed more…

Quantum Physics · Physics 2022-09-02 Manuel S. Rudolph , Jing Chen , Jacob Miller , Atithi Acharya , Alejandro Perdomo-Ortiz

Classical simulation of quantum computers is an irreplaceable step in the design of quantum algorithms. Exponential simulation costs demand the use of high-performance computing techniques, and in particular distribution, whereby the…

Quantum Physics · Physics 2023-11-06 Tyson Jones , Bálint Koczor , Simon C. Benjamin

Classical simulation of noisy quantum circuits is essential for understanding quantum computing experiments. It enables scalable error characterization, analysis of how noise impacts quantum algorithms, and optimized implementations of…

Quantum Physics · Physics 2025-04-22 Ashe Miller , Corey Ostrove , Jordan Hines , Robin Blume-Kohout , Kevin Young , Timothy Proctor

Understanding the boundary between classical simulatability and the power of quantum computation is a fascinating topic. Direct simulation of noisy quantum computation requires solving an open quantum many-body system, which is very costly.…

Quantum Physics · Physics 2018-10-09 Xun Gao , Luming Duan

In the relentless pursuit of quantum computational advantage, we present a significant advancement with the development of Zuchongzhi 3.0. This superconducting quantum computer prototype, comprising 105 qubits, achieves high operational…

Quantum Physics · Physics 2024-12-17 Dongxin Gao , Daojin Fan , Chen Zha , Jiahao Bei , Guoqing Cai , Jianbin Cai , Sirui Cao , Xiangdong Zeng , Fusheng Chen , Jiang Chen , Kefu Chen , Xiawei Chen , Xiqing Chen , Zhe Chen , Zhiyuan Chen , Zihua Chen , Wenhao Chu , Hui Deng , Zhibin Deng , Pei Ding , Xun Ding , Zhuzhengqi Ding , Shuai Dong , Yupeng Dong , Bo Fan , Yuanhao Fu , Song Gao , Lei Ge , Ming Gong , Jiacheng Gui , Cheng Guo , Shaojun Guo , Xiaoyang Guo , Tan He , Linyin Hong , Yisen Hu , He-Liang Huang , Yong-Heng Huo , Tao Jiang , Zuokai Jiang , Honghong Jin , Yunxiang Leng , Dayu Li , Dongdong Li , Fangyu Li , Jiaqi Li , Jinjin Li , Junyan Li , Junyun Li , Na Li , Shaowei Li , Wei Li , Yuhuai Li , Yuan Li , Futian Liang , Xuelian Liang , Nanxing Liao , Jin Lin , Weiping Lin , Dailin Liu , Hongxiu Liu , Maliang Liu , Xinyu Liu , Xuemeng Liu , Yancheng Liu , Haoxin Lou , Yuwei Ma , Lingxin Meng , Hao Mou , Kailiang Nan , Binghan Nie , Meijuan Nie , Jie Ning , Le Niu , Wenyi Peng , Haoran Qian , Hao Rong , Tao Rong , Huiyan Shen , Qiong Shen , Hong Su , Feifan Su , Chenyin Sun , Liangchao Sun , Tianzuo Sun , Yingxiu Sun , Yimeng Tan , Jun Tan , Longyue Tang , Wenbing Tu , Cai Wan , Jiafei Wang , Biao Wang , Chang Wang , Chen Wang , Chu Wang , Jian Wang , Liangyuan Wang , Rui Wang , Shengtao Wang , Xinzhe Wang , Zuolin Wei , Jiazhou Wei , Dachao Wu , Gang Wu , Jin Wu , Shengjie Wu , Yulin Wu , Shiyong Xie , Lianjie Xin , Yu Xu , Chun Xue , Kai Yan , Weifeng Yang , Xinpeng Yang , Yang Yang , Yangsen Ye , Zhenping Ye , Chong Ying , Jiale Yu , Qinjing Yu , Wenhu Yu , Shaoyu Zhan , Feifei Zhang , Haibin Zhang , Kaili Zhang , Pan Zhang , Wen Zhang , Yiming Zhang , Yongzhuo Zhang , Lixiang Zhang , Guming Zhao , Peng Zhao , Xianhe Zhao , Xintao Zhao , Youwei Zhao , Zhong Zhao , Luyuan Zheng , Fei Zhou , Liang Zhou , Na Zhou , Naibin Zhou , Shifeng Zhou , Shuang Zhou , Zhengxiao Zhou , Chengjun Zhu , Qingling Zhu , Guihong Zou , Haonan Zou , Qiang Zhang , Chao-Yang Lu , Cheng-Zhi Peng , XiaoBo Zhu , Jian-Wei Pan

We present an efficient tensor-network-based approach for simulating large-scale quantum circuits, demonstrated using Quantum Support Vector Machines (QSVMs). Our method effectively reduces exponential runtime growth to near-quadratic…

Quantum computing is a hotspot technology for its potential to accelerate specific applications by exploiting quantum parallelism. However, current physical quantum computers are limited to a relatively small scale, simulators based on…

Quantum Physics · Physics 2022-11-15 Jingcheng Shen , Linbo Long , Masao Okita , Fumihiko Ino

A key challenge in realizing fault-tolerant quantum computers is circuit optimization. Focusing on the most expensive gates in fault-tolerant quantum computation (namely, the T gates), we address the problem of T-count optimization, i.e.,…

In this paper, we introduce a technique for contracting (i.e. numerically evaluating) ZX-diagrams whose complexity scales with their rank-width, a graph parameter that behaves nicely under ZX rewrite rules. Given a rank-decomposition of…

Quantum Physics · Physics 2026-03-10 Fedor Kuyanov , Aleks Kissinger