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Realizing a large-scale quantum computer requires hardware platforms that can simultaneously achieve universality, scalability, and fault tolerance. As a viable pathway to meeting these requirements, quantum computation based on…

Quantum Physics · Physics 2022-02-15 Kosuke Fukui , Shuntaro Takeda

In an analogue quantum simulation, an experimentally accessible quantum system is controlled and measured precisely in order to learn about the properties of another quantum system. As such, analogue quantum simulation is a novel tool of…

Quantum Physics · Physics 2023-03-03 Dominik Hangleiter , Jacques Carolan , Karim P. Y. Thébault

These notes discuss the quantum algorithms we know of that can solve problems significantly faster than the corresponding classical algorithms. So far, we have only discovered a few techniques which can produce speed up versus classical…

Quantum Physics · Physics 2007-05-23 Peter W. Shor

The human brain has immense learning capabilities at extreme energy efficiencies and scale that no artificial system has been able to match. For decades, reverse engineering the brain has been one of the top priorities of science and…

Quantum mechanics occupies a central position in contemporary science while remaining largely inaccessible to direct sensory experience. This paper proposes a roadmap to quantum aesthetics that examines how quantum concepts become aesthetic…

Popular Physics · Physics 2026-02-10 Ivan C. H. Liu , Hsiao-Yuan Chen

Machines are possible to have some artificial intelligence like human beings owing to particular algorithms or software. Such machines could learn knowledge from what people taught them and do works according to the knowledge. In practical…

Quantum Physics · Physics 2015-04-16 Li Zhaokai , Liu Xiaomei , Xu Nanyang , Du jiangfeng

Quantum computing, leveraging quantum phenomena like superposition and entanglement, is emerging as a transformative force in computing technology, promising unparalleled computational speed and efficiency crucial for engineering…

Quantum Physics · Physics 2024-08-30 Osama Muhammad Raisuddin , Suvranu De

Machine learning is increasingly transforming various scientific fields, enabled by advancements in computational power and access to large data sets from experiments and simulations. As artificial intelligence (AI) continues to grow in…

Computational Physics · Physics 2025-04-01 Sebastian Johann Wetzel , Seungwoong Ha , Raban Iten , Miriam Klopotek , Ziming Liu

Imagine an oracle that correctly predicts the outcome of every particle physics experiment, the products of every chemical reaction, or the function of every protein. Such an oracle would revolutionize science and technology as we know…

Artificial intelligence systems are transforming scientific discovery by accelerating specific research tasks, from protein structure prediction to materials design, yet remain confined to narrow domains requiring substantial human…

Artificial Intelligence · Computer Science 2026-01-30 Gabrielle Wehr , Reuben Rideaux , Amaya J. Fox , David R. Lightfoot , Jason Tangen , Jason B. Mattingley , Shane E. Ehrhardt

Meta-optics has achieved major breakthroughs in the past decade; however, conventional forward design faces challenges as functionality complexity and device size scale up. Inverse design aims at optimizing meta-optics design but has been…

New status in quantum mechanics is connected with recent achievements in the inverse problem. With its help instead of about ten exactly solvable models which serve as a basis of the contemporary education there are infinite (!) number,…

Quantum Physics · Physics 2007-05-23 B. N. Zakhariev , V. M. Chabanov

Quantum computing is a promising paradigm that may overcome the current computational power bottlenecks. The increasing maturity of quantum processors provides more possibilities for the development and implementation of quantum algorithms.…

Quantum Physics · Physics 2025-10-15 Ge Yan , Wenjie Wu , Yuheng Chen , Kaisen Pan , Xudong Lu , Zixiang Zhou , Yuhan Wang , Ruocheng Wang , Junchi Yan

AI for Science (AI4Science), particularly in the form of self-driving labs, has the potential to sideline human involvement and hinder scientific discovery within the broader community. While prior research has focused on ensuring the…

Artificial Intelligence · Computer Science 2023-11-01 Chase Yakaboski , Gregory Hyde , Clement Nyanhongo , Eugene Santos

We present Anubuddhi, a multi-agent AI system that designs and simulates quantum optics experiments from natural language prompts without requiring specialized programming knowledge. The system composes optical layouts by arranging…

Artificial Intelligence · Computer Science 2025-12-19 S. K. Rithvik

Machine learning is a fascinating and exciting field within computer science. Recently, this excitement has been transferred to the quantum information realm. Currently, all proposals for the quantum version of machine learning utilize the…

Quantum Physics · Physics 2017-02-28 Hoi-Kwan Lau , Raphael Pooser , George Siopsis , Christian Weedbrook

Experimental particle physics seeks to understand the universe by probing its fundamental particles and forces and exploring how they govern the large-scale processes that shape cosmic evolution. This whitepaper presents a vision for how…

High Energy Physics - Experiment · Physics 2026-02-20 Thea Klaeboe Aarrestad , Alaa Abdelhamid , Haider Abidi , Jahred Adelman , Jennifer Adelman-McCarthy , Shuchin Aeron , Garvita Agarwal , Usman Ali , Cristiano Alpigiani , Omar Alterkait , Mohamed Aly , Oz Amram , Saeed Ansari Fard , Aram Apyan , John Arrington , Marvin Ascencio-Sosa , Mohammad Atif , Aneesha Avasthi , Muhammad Bilal Azam , Bhim Bam , Joshua Barrow , Rainer Bartoldus , Amit Bashyal , Aashwin Basnet , Ayse Bat , Lothar A. T. Bauerdick , John Beacom , Chris Bee , Michael Begel , Matthew Bellis , Rene Bellwied , Rakitha Beminiwattha , Gabriele Benelli , Douglas Benjamin , Catrin Bernius , Binod Bhandari , Avinay Bhat , Meghna Bhattacharya , Saptaparna Bhattacharya , Prajita Bhattarai , Sudip Bhattarai , Wahid Bhimji , Jianming Bian , Burak Bilki , Mary Bishai , Kevin Black , Kenneth Bloom , Brian Bockelman , Johan Sebastian Bonilla Castro , Tulika Bose , Nilay Bostan , Othmane Bouhali , Dimitri Bourilkov , Dominic Brailsford , Gustaaf Brooijmans , Elizabeth Brost , Maria Brigida Brunetti , Quentin Buat , Brendon Bullard , Jackson Burzynski , Paolo Calafiura , Rodolfo Capdevilla , Fabian Andres Castaño Usuga , Raquel Castillo Fernandez , Fabio Catalano , Viviana Cavaliere , Flavio Cavanna , Giuseppe Cerati , Aidan Chambers , Maria Chamizo-Llatas , Philip Chang , Andrew Chappell , Arghya Chattopadhyay , Sergei Chekanov , Jian-ping Chen , Yi Chen , Zhengyang Chen , J. Taylor Childers , Hector Chinchay , Yuan-Tang Chou , Tasnuva Chowdhury , Neil Christensen , Wonyong Chung , Rafael Coelho Lopes de Sa , Simon Corrodi , Kyle Cranmer , Matteo Cremonesi , Roy Cruz , Mate Csanad , Mariarosaria D'Alfonso , Carlo Dallapiccola , Daine Danielson , Sridhara Dasu , Gavin Davies , Kaushik De , Patrick de Perio , Klaus Dehmelt , Marco Del Tutto , Carlos Ruben Dell'Aquila , Sarah Demers , Paolo Desiati , Bhesha Devkota , Sparshita Dey , Ranjan Dharmapalan , Karri Folan Di Petrillo , Markus Diefenthaler , Jeff Dillon , Zelimir Djurcic , Caterina Doglioni , Francois Drielsma , Edmond Dukes , Irene Dutta , Peter Elmer , Johannes Elmsheuser , Victor Daniel Elvira , Harold Evans , Peter Fackeldey , Cristiano Fanelli , Hao Fang , Mattia Fani , Muhammad Farooq , Matthew Feickert , Ian Fisk , Sam Foreman , Alexander Friedland , Nuwan Chaminda G. W. , Louis-Guillaume Gagnon , Massimiliano Galli , Abhijith Gandrakota , Sudeshna Ganguly , Arianna Garcia Caffaro , Rob Gardner , Rocky Bala Garg , Lino Gerlach , Aishik Ghosh , Romulus Godang , Julia Gonski , Loukas Gouskos , Richard Gran , Heather Gray , Andrei Gritsan , Gaia Grosso , Craig Group , Jiawei Guo , Shubham Gupta , Gajendra Gurung , Phillip Gutierrez , Oliver Gutsche , Tyler Hague , Joseph Haley , Eva Halkiadakis , Francis Halzen , Michael Hance , Philip Harris , Harry Hausner , Karsten Heeger , Lukas Heinrich , Alexander Held , Matthew Herndon , Ken Herner , Max Herrmann , David Hertzog , Christian Herwig , Aaron Higuera , Alexander Himmel , Timothy Hobbs , Stefan Hoeche , Tova Holmes , Tae Min Hong , Ben Hooberman , Walter Hopkins , Jessica N. Howard , Shih-Chieh Hsu , Fengping Hu , Patrick Huber , Dirk Hufnagel , Daniel Humphreys , Ia Iashvili , Joseph Incandela , Josh Isaacson , Wasikul Islam , Kirill Ivanov , Wooyoung Jang , Naomi Jarvis , Brij Kishor Jashal , Pratik Jawahar , Dulitha Jayakodige , Torri Jeske , Sergo Jindariani , Jay Hyun Jo , Bhishm Shankar Joshi , Xiangyang Ju , Andreas Jung , Thomas Junk , Michael Kagan , Daisy Kalra , Matthias Kaminski , Edward Karavakis , Stefan Katsarov , Stergios Kazakos , Paul King , Michael Kirby , Max Knobbe , Young Ju Ko , Dmitry Kondratyev , Rostislav Konoplich , Charis Koraka , Scott Kravitz , Lukas Kretschmann , Brandon Kriesten , Georgios K Krintiras , Iason Krommydas , Michelle Kuchera , Audrey Kvam , Martin Kwok , Theodota Lagouri , Sabine Lammers , Eric Lancon , Greg Landsberg , David Lange , Kevin Lannon , Joseph Lau , Luca Lavezzo , Benjamin Lawrence-Sanderson , Duc-Truyen Le , Matt LeBlanc , Sung-Won Lee , Trevin Lee , Charles Leggett , Kayla Leonard DeHolton , James Letts , Hao Li , Haoyang Li , Aklima Khanam Lima , Guilherme Lima , Mia Liu , Qibin Liu , Yinrui Liu , Zhen Liu , Shivani Lomte , Guillermo Loustau de Linares , Lu Lu , Pietro Lugato , Adam Lyon , Yang Ma , Christopher Madrid , Akhtar Mahmood , Kendall Mahn , Devin Mahon , Akshay Malige , Sudhir Malik , Abhishikth Mallampalli , Yurii Maravin , Ralph Marinaro , Pete Markowitz , Matthew Maroun , Kyla Martinez , Verena Ingrid Martinez Outschoorn , Sanjit Masanam , Mario Masciovecchio , Konstantin Matchev , Malek Mazouz , Simone Mazza , Thomas McCauley , Shawn McKee , Karim Mehrabi , Poonam Mehta , Andrew Melo , Mark Messier , Elias Mettner , Christopher Meyer , Jessie Micallef , Sophie Middleton , David W. Miller , Hamlet Mkrtchyan , Abdollah Mohammadi , Abhinav Mohan , Ajit Mohapatra , Farouk Mokhtar , Peter Monaghan , Claudio Silverio Montanari , Michael Mooney , Casey Morean , Eric Moreno , Alexander Moreno Briceño , Stephen Mrenna , Justin Mueller , Daniel Murnane , Benjamin Nachman , Emilio Nanni , Nitish Nayak , Miquel Nebot-Guinot , Orgho Neogi , Chris Neu , Mark Neubauer , Norbert Neumeister , Harvey Newman , Duong Nguyen , Gavin Niendorf , Paul Nilsson , Scarlet Norberg , Andrzej Novak , Sungbin Oh , Isabel Ojalvo , Olaiya Olokunboyo , Yasar Onel , Joseph Osborn , Ianna Osborne , Arantza Oyanguren , Nurcan Ozturk , Paul Padley , Simone Pagan Griso , Pritam Palit , Bishnu Pandey , Vishvas Pandey , Zisis Papandreou , Ganesh Parida , Ki Ryeong Park , Ajib Paudel , Manfred Paulini , Christoph Paus , Gregory Pawloski , Kevin Pedro , Gabriel Perdue , Troels Christian Petersen , Alexey Petrov , Deborah Pinna , Marc-André Pleier , Andrea Pocar , Prafull Purohit , Nived Puthumana Meleppattu , Mateusz Płoskoń , Sitian Qian , Xin Qian , Geting Qin , Aleena Rafique , Srini Rajagopalan , Dylan Rankin , Rebecca Rapp , Salvatore Rappoccio , Rohit Raut , Sagar Regmi , Benedikt Riedel , Andres Rios-Tascon , Stephen Roche , Jenna Roderick , Rimsky Rojas , Dmitry Romanov , Subhojit Roy , Rita Sadek , Dikshant Sagar , Nihar Ranjan Sahoo , Tai Sakuma , Juan Pablo Salas , Mayly Sanchez , Jay Sandesara , Alexander Savin , Ryan Schmitz , Kate Scholberg , Henry Schreiner , Reinhard Schwienhorst , Gabriella Sciolla , Saba Sehrish , Seon-Hee , Seo , Elizabeth Sexton-Kennedy , Oksana Shadura , Bijaya Sharma , Varun Sharma , Suyog Shrestha , Ryan Simeon , Jack Simoni , Siddharth Singh , Kim Siyeon , Louise Skinnari , Jinseop Song , Simone Sottocornola , Alexandre Sousa , Sairam Sri Vatsavai , Giordon Stark , Justin Stevens , Tyler Stokes , Nadja Strobbe , Indara Suarez , Manjukrishna Suresh , Andrew Sutton , Holly Szumila-Vance , Vardan Tadevosyan , Anyes Taffard , Buddhiman Tamang , Hirohisa Tanaka , Erdinch Tatar , Abdel Nasser Tawfik , Vikas Teotia , Kazuhiro Terao , Mitanshu Thakore , Jesse Thaler , Ameya Thete , Inar Timiryasov , Anthony Timmins , Andrew Toler , Dat Tran , Nhan Tran , Patrick Tsang , Ho Fung Tsoi , Vakho Tsulaia , Pham Tuan , Christopher Tully , Shengquan Tuo , Richard Tyson , Darren Upton , Hilary Utaegbulam , Zoya Vallari , Peter van Gemmeren , Vassil Vassilev , Nikhilesh Venkatasubramanian , Renzo Vizarreta , Emmanouil Vourliotis , Ilija Vukotic , Carl Vuosalo , Liv Våge , Tammy Walton , Linyan Wan , Biao Wang , Gensheng Wang , Michael Wang , Yuxuan Wang , Gordon Watts , Yingjie Wei , Derek Weitzel , Shawn Westerdale , Andrew White , Leigh Whitehead , Michael Wilking , Mike Williams , Stephane Willocq , Jeffery Winkler , Frank Winklmeier , Holger Witte , Peter Wittich , Douglas Wright , Yongcheng Wu , Yujun Wu , Wei Xie , Fang Xu , Barbara Yaeggy , Zhen Yan , Liang Yang , Wei Yang , Alejandro Yankelevich , Yiheng Ye , Oguzhan Yer , Efe Yigitbasi , Shin-Shan Yu , Jon Zarling , Chao Zhang , Licheng Zhang , Larry Zhao , Junjie Zhu , Jure Zupan

In recent years, the dramatic progress in machine learning has begun to impact many areas of science and technology significantly. In the present perspective article, we explore how quantum technologies are benefiting from this revolution.…

Quantum Physics · Physics 2023-01-18 Mario Krenn , Jonas Landgraf , Thomas Foesel , Florian Marquardt

Inner Interpretability is a promising emerging field tasked with uncovering the inner mechanisms of AI systems, though how to develop these mechanistic theories is still much debated. Moreover, recent critiques raise issues that question…

Artificial Intelligence · Computer Science 2024-08-01 Martina G. Vilas , Federico Adolfi , David Poeppel , Gemma Roig

Quantum computing is a rapidly evolving field that enables exponential speed-up over classical algorithms. At the heart of this revolutionary technology are quantum circuits, which serve as vital tools for implementing, analyzing, and…

Quantum Physics · Physics 2023-10-30 Zhen Wen , Yihan Liu , Siwei Tan , Jieyi Chen , Minfeng Zhu , Dongming Han , Jianwei Yin , Mingliang Xu , Wei Chen