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Quantum computer provides new opportunities for quantum chemistry. In this article, we present a versatile, extensible, and efficient software package, named Q$^2$Chemistry, for developing quantum algorithms and quantum inspired classical…

Quantum Physics · Physics 2023-01-18 Yi Fan , Jie Liu , Xiongzhi Zeng , Zhiqian Xu , Honghui Shang , Zhenyu Li , Jinlong Yang

Establishing an advantage for (white-box) computations by a quantum computer against its classical counterpart is currently a key goal for the quantum computation community. A quantum advantage is achieved once a certain computational…

Quantum Physics · Physics 2024-02-06 Dmitri Maslov , Sergey Bravyi , Felix Tripier , Andrii Maksymov , Joe Latone

We propose a hybrid quantum-classical algorithm for solving QUBO problems using an Imaginary Time Evolution-Mimicking Circuit (ITEMC). The circuit parameters are optimized to closely mimic imaginary time evolution, using only single- and…

Quantum Physics · Physics 2025-06-19 Yahui Chai , Alice Di Tucci

Unitary Coupled Cluster (UCC) approaches are an appealing route to utilising quantum hardware to perform quantum chemistry calculations, as quantum computers can in principle perform UCC calculations in a polynomially scaling fashion, as…

Quantum Physics · Physics 2022-06-15 Maria-Andreea Filip , Nathan Fitzpatrick , David Muñoz Ramo , Alex J. W. Thom

Random quantum circuit sampling serves as a benchmark to demonstrate quantum computational advantage. Recent progress in classical algorithms, especially those based on tensor network methods, has significantly reduced the classical…

The Variational Quantum Eigensolver (VQE) is a promising algorithm for future Noisy Intermediate-Scale Quantum (NISQ) devices to simulate chemical systems. In this paper, we consider the classical simulation of the iterative Qubit Coupled…

Quantum Physics · Physics 2025-02-27 Damian S. Steiger , Thomas Häner , Scott N. Genin , Helmut G. Katzgraber

Many-particle continuous-time quantum walks (CTQWs) represent a resource for several tasks in quantum technology, including quantum search algorithms and universal quantum computation. In order to design and implement CTQWs in a realistic…

Quantum Physics · Physics 2017-10-02 Enrico Piccinini , Claudia Benedetti , Ilaria Siloi , Matteo G. A. Paris , Paolo Bordone

In this work we investigate methods to improve the efficiency and scalability of quantum algorithms for quantum chemistry applications. We propose a transformation of the electronic structure Hamiltonian in the second quantization framework…

Compiling quantum algorithms for near-term quantum computers (accounting for connectivity and native gate alphabets) is a major challenge that has received significant attention both by industry and academia. Avoiding the exponential…

Incremental quantum circuit simulation has emerged as an important tool for simulation-driven quantum applications, such as circuit synthesis, verification, and analysis. When a small portion of the circuit is modified, the simulator must…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-28 Tsung-Wei Huang

Gradient descent is a fundamental algorithm in both theory and practice for continuous optimization. Identifying its quantum counterpart would be appealing to both theoretical and practical quantum applications. A conventional approach to…

Quantum Physics · Physics 2023-03-03 Jiaqi Leng , Ethan Hickman , Joseph Li , Xiaodi Wu

Quantum computers have the potential to simulate chemical systems beyond the capability of classical computers. Recent developments in hybrid quantum-classical approaches enable the determinations of the ground or low energy states of…

Quantum Physics · Physics 2021-12-06 Chee-Kong Lee , Jonathan Wei Zhong Lau , Liang Shi , Leong Chuan Kwek

We propose and experimentally demonstrate sequential quantum computing (SQC), a paradigm that utilizes multiple homogeneous or heterogeneous quantum processors in hybrid classical-quantum workflows. In this manner, we are able to overcome…

Executing large quantum circuits is not feasible using the currently available NISQ (noisy intermediate-scale quantum) devices. The high costs of using real quantum devices make it further challenging to research and develop quantum…

Quantum Physics · Physics 2025-02-18 Kartikey Sarode , Daniel E. Huang , E. Wes Bethel

The technology of Quantum Computing (QC) is continuously evolving, as researchers explore new technologies and the public gains access to quantum computers with an increasing number of qubits. In addition, the research community and…

Quantum computing has tremendous potential to overcome some of the fundamental limitations present in classical information processing. Yet, today's technological limitations in the quality and scaling prevent exploiting its full potential.…

Quantum Physics · Physics 2024-08-23 Leonid Abdurakhimov , Janos Adam , Hasnain Ahmad , Olli Ahonen , Manuel Algaba , Guillermo Alonso , Ville Bergholm , Rohit Beriwal , Matthias Beuerle , Clinton Bockstiegel , Alessio Calzona , Chun Fai Chan , Daniele Cucurachi , Saga Dahl , Rakhim Davletkaliyev , Olexiy Fedorets , Alejandro Gomez Frieiro , Zheming Gao , Johan Guldmyr , Andrew Guthrie , Juha Hassel , Hermanni Heimonen , Johannes Heinsoo , Tuukka Hiltunen , Keiran Holland , Juho Hotari , Hao Hsu , Antti Huhtala , Eric Hyyppä , Aleksi Hämäläinen , Joni Ikonen , Sinan Inel , David Janzso , Teemu Jaakkola , Mate Jenei , Shan Jolin , Kristinn Juliusson , Jaakko Jussila , Shabeeb Khalid , Seung-Goo Kim , Miikka Koistinen , Roope Kokkoniemi , Anton Komlev , Caspar Ockeloen-Korppi , Otto Koskinen , Janne Kotilahti , Toivo Kuisma , Vladimir Kukushkin , Kari Kumpulainen , Ilari Kuronen , Joonas Kylmälä , Niclas Lamponen , Julia Lamprich , Alessandro Landra , Martin Leib , Tianyi Li , Per Liebermann , Aleksi Lintunen , Wei Liu , Jürgen Luus , Fabian Marxer , Arianne Meijer-van de Griend , Kunal Mitra , Jalil Khatibi Moqadam , Jakub Mrożek , Henrikki Mäkynen , Janne Mäntylä , Tiina Naaranoja , Francesco Nappi , Janne Niemi , Lucas Ortega , Mario Palma , Miha Papič , Matti Partanen , Jari Penttilä , Alexander Plyushch , Wei Qiu , Aniket Rath , Kari Repo , Tomi Riipinen , Jussi Ritvas , Pedro Figueroa Romero , Jarkko Ruoho , Jukka Räbinä , Sampo Saarinen , Indrajeet Sagar , Hayk Sargsyan , Matthew Sarsby , Niko Savola , Mykhailo Savytskyi , Ville Selinmaa , Pavel Smirnov , Marco Marín Suárez , Linus Sundström , Sandra Słupińska , Eelis Takala , Ivan Takmakov , Brian Tarasinski , Manish Thapa , Jukka Tiainen , Francesca Tosto , Jani Tuorila , Carlos Valenzuela , David Vasey , Edwin Vehmaanperä , Antti Vepsäläinen , Aapo Vienamo , Panu Vesanen , Alpo Välimaa , Jaap Wesdorp , Nicola Wurz , Elisabeth Wybo , Lily Yang , Ali Yurtalan

We explore the industrial and scientific applicability of the VQE-LSTM framework by integrating meta-learning with GPU accelerated quantum simulation using NVIDIA's CUDA-Q (CUDAQ) platform. This work demonstrates how an LSTM-FC…

Quantum Physics · Physics 2026-02-18 Yun-Hsuan Chen , Jen-Yu Chang , Tsung-Wei Huang , En-Jui Kuo

The Variational Quantum Eigensolver (VQE) is a hybrid quantum-classical algorithm for computing ground state energies of molecular systems. We implement VQE to calculate the potential energy surface of the hydrogen molecule (H$_2$) across…

Quantum Physics · Physics 2026-01-16 Rylan Malarchick , Ashton Steed

Developing state-of-the-art classical simulators of quantum circuits is of utmost importance to test and evaluate early quantum technology and understand the true potential of full-blown error-corrected quantum computers. In the past few…

Quantum Physics · Physics 2022-01-03 Salvatore Mandrà , Jeffrey Marshall , Eleanor G. Rieffel , Rupak Biswas

Quantum computational advantage is a critical milestone for near-term quantum technologies and an essential step towards building practical quantum computers. Recent successful demonstrations of quantum computational advantage owe much to…

Quantum Physics · Physics 2025-01-28 He-Liang Huang , Youwei Zhao , Chu Guo