Quantum advantage in learning from experiments

1 December 2021

Michael Broughton

Masoud Mohseni

Hartmut Neven

Jarrod R. McClean

Papers citing "Quantum advantage in learning from experiments"

50 / 135 papers shown

Title
Assessing the Impact of Noise on Quantum Neural Networks: An Experimental Analysis Erik Terres Escudero Danel Arias Alamo Oier Mentxaka Gómez Pablo García Bringas 85 4 0 23 Nov 2023
Enigma: Privacy-Preserving Execution of QAOA on Untrusted Quantum Computers Ramin Ayanzadeh Ahmad Mousavi Narges Alavisamani Moinuddin K. Qureshi 60 8 0 22 Nov 2023
Quantum Inception Score Akira Sone Akira Tanji Naoki Yamamoto 95 2 0 20 Nov 2023
sQUlearn -- A Python Library for Quantum Machine Learning D. Kreplin Moritz Willmann Jan Schnabel Frederic Rapp Manuel Hagelüken M. Roth GP 89 11 0 15 Nov 2023
Expressibility-induced Concentration of Quantum Neural Tangent Kernels Li-Wei Yu Weikang Li Qi Ye Zhide Lu Zizhao Han Dong-Ling Deng 86 8 0 08 Nov 2023
Learning to Decode the Surface Code with a Recurrent, Transformer-Based Neural Network Johannes Bausch Andrew W. Senior Francisco J. H. Heras Thomas Edlich Alex Davies ... C. Gidney Demis Hassabis Sergio Boixo Hartmut Neven Pushmeet Kohli 95 49 0 09 Oct 2023
SLIQ: Quantum Image Similarity Networks on Noisy Quantum Computers Daniel Silver Tirthak Patel Aditya Ranjan Harshitta Gandhi William Cutler Devesh Tiwari 74 5 0 26 Sep 2023
Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks Hao Zhang Chenghong Zhu M. Jing Xin Wang 69 4 0 26 Sep 2023
Provable advantages of kernel-based quantum learners and quantum preprocessing based on Grover's algorithm Till Muser Elias Zapusek Vasilis Belis Florentin Reiter 78 7 0 25 Sep 2023
Tight bounds on Pauli channel learning without entanglement Senrui Chen Changhun Oh Sisi Zhou Hsin-Yuan Huang Liang Jiang 50 14 0 23 Sep 2023
Statistical Complexity of Quantum Learning L. Banchi Jason Luke Pereira Sharu Theresa Jose Osvaldo Simeone 81 13 0 20 Sep 2023
Quantum Data Center: Perspectives Junyu Liu Liang Jiang 45 11 0 12 Sep 2023
What can we learn from quantum convolutional neural networks? Chukwudubem Umeano Annie E. Paine V. Elfving Oleksandr Kyriienko 78 14 0 31 Aug 2023
Quantum Next Generation Reservoir Computing: An Efficient Quantum Algorithm for Forecasting Quantum Dynamics Apimuk Sornsaeng Ninnat Dangniam Thiparat Chotibut 71 9 0 28 Aug 2023
ShadowNet for Data-Centric Quantum System Learning Yuxuan Du Yibo Yang Tongliang Liu Zhouchen Lin Guohao Li Dacheng Tao 85 7 0 22 Aug 2023
Efficient Learning of Quantum States Prepared With Few Non-Clifford Gates II: Single-Copy Measurements Sabee Grewal Vishnu Iyer William Kretschmer Daniel Liang 65 4 0 14 Aug 2023
Toward Quantum Machine Translation of Syntactically Distinct Languages M. Abbaszade Mariam Zomorodi V. Salari Philip Kurian 85 3 0 31 Jul 2023
Training Quantum Boltzmann Machines with Coresets Joshua Viszlai T. Tomesh P. Gokhale Eric R. Anschuetz Frederic T. Chong 48 0 0 26 Jul 2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications Yaswitha Gujju A. Matsuo Raymond H. Putra 85 25 0 03 Jul 2023
MNISQ: A Large-Scale Quantum Circuit Dataset for Machine Learning on/for Quantum Computers in the NISQ era Leonardo Placidi Ryuichiro Hataya Toshio Mori Koki Aoyama Hayata Morisaki K. Mitarai Keisuke Fujii 58 8 0 29 Jun 2023
Towards quantum enhanced adversarial robustness in machine learning Maxwell T. West S. Tsang J. S. Low C. Hill C. Leckie Lloyd C. L. Hollenberg S. Erfani Muhammad Usman AAML OOD 79 57 0 22 Jun 2023
Universal adversarial perturbations for multiple classification tasks with quantum classifiers Yun-Zhong Qiu AAML 87 1 0 21 Jun 2023
Pseudorandom unitaries are neither real nor sparse nor noise-robust Tobias Haug Kishor Bharti D. E. Koh 108 24 0 20 Jun 2023
Pseudorandom Strings from Pseudorandom Quantum States P. Ananth Yao-Ting Lin Henry Yuen 105 10 0 09 Jun 2023
Classical Verification of Quantum Learning Matthias C. Caro M. Hinsche M. Ioannou A. Nietner R. Sweke 63 6 0 08 Jun 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 106 9 0 06 Jun 2023
On the Role of Entanglement and Statistics in Learning Srinivasan Arunachalam Vojtěch Havlíček Louis Schatzki 65 8 0 05 Jun 2023
Shadows of quantum machine learning Sofiene Jerbi Casper Gyurik Simon Marshall Riccardo Molteni Vedran Dunjko 91 46 0 31 May 2023
On quantum backpropagation, information reuse, and cheating measurement collapse Amira Abbas Robbie King Hsin-Yuan Huang W. Huggins R. Movassagh D. Gilboa Jarrod R. McClean 91 42 0 22 May 2023
Quantum Neural Network for Quantum Neural Computing Min-Gang Zhou Zhi-Ping Liu Hua‐Lei Yin Chen-Long Li Tong Xu Zeng-Bing Chen 70 41 0 15 May 2023
Trainability barriers and opportunities in quantum generative modeling Manuel S. Rudolph S. Lerch Supanut Thanasilp Oriel Kiss S. Vallecorsa Michele Grossi Zoë Holmes 94 27 0 04 May 2023
Quantum Gaussian Process Regression for Bayesian Optimization Frederic Rapp Marco Roth GP 57 20 0 25 Apr 2023
A Framework for Demonstrating Practical Quantum Advantage: Racing Quantum against Classical Generative Models Mohamed Hibat-Allah M. Mauri Juan Carrasquilla A. Perdomo-Ortiz 68 10 0 27 Mar 2023
The power and limitations of learning quantum dynamics incoherently Sofiene Jerbi Joe Gibbs Manuel S. Rudolph Matthias C. Caro Patrick J. Coles Hsin-Yuan Huang Zoë Holmes 68 14 0 22 Mar 2023
Challenges and Opportunities in Quantum Machine Learning M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 76 445 0 16 Mar 2023
Towards provably efficient quantum algorithms for large-scale machine-learning models Junyu Liu Minzhao Liu Jin-Peng Liu Ziyu Ye Yunfei Wang Yuri Alexeev Jens Eisert Liang Jiang 162 61 0 06 Mar 2023
Spacetime-Efficient Low-Depth Quantum State Preparation with Applications Kaiwen Gui A. Dalzell Alessandro Achille Martin Suchara Frederic T. Chong 54 17 0 03 Mar 2023
Optimizing Quantum Federated Learning Based on Federated Quantum Natural Gradient Descent Jun Qi Xiaolin Zhang Javier Tejedor FedML 58 9 0 27 Feb 2023
Effects of noise on the overparametrization of quantum neural networks Diego García-Martín Martín Larocca M. Cerezo 89 18 0 10 Feb 2023
Quantum Graph Learning: Frontiers and Outlook Shuo Yu Ciyuan Peng Yingbo Wang Ahsan Shehzad Xiwei Xu Edwin R. Hancock AI4CE 72 5 0 02 Feb 2023
Improved machine learning algorithm for predicting ground state properties Laura Lewis Hsin-Yuan Huang Viet-Trung Tran Sebastian Lehner R. Kueng J. Preskill AI4CE 89 49 0 30 Jan 2023
Quantum Ridgelet Transform: Winning Lottery Ticket of Neural Networks with Quantum Computation H. Yamasaki Sathyawageeswar Subramanian Satoshi Hayakawa Sho Sonoda MLT 84 4 0 27 Jan 2023
Unravelling physics beyond the standard model with classical and quantum anomaly detection Julian Schuhmacher Laura Boggia Vasilis Belis E. Puljak Michele Grossi M. Pierini S. Vallecorsa F. Tacchino Panagiotis Kl Barkoutsos I. Tavernelli 86 27 0 25 Jan 2023
Quantum anomaly detection in the latent space of proton collision events at the LHC Kinga Anna Wo'zniak Vasilis Belis E. Puljak Panagiotis Kl Barkoutsos Günther Dissertori Michele Grossi M. Pierini F. Reiter I. Tavernelli S. Vallecorsa 85 39 0 25 Jan 2023
Multi-Armed Bandits and Quantum Channel Oracles Simon Buchholz Jonas M. Kubler Bernhard Schölkopf 105 2 0 20 Jan 2023
Time-Warping Invariant Quantum Recurrent Neural Networks via Quantum-Classical Adaptive Gating I. Nikoloska Osvaldo Simeone L. Banchi Petar Velickovic GNN 68 3 0 19 Jan 2023
Learning Quantum Processes with Memory -- Quantum Recurrent Neural Networks Dmytro Bondarenko Robert Salzmann Viktoria-S. Schmiesing 65 4 0 19 Jan 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 115 23 0 29 Dec 2022
The Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning Massimiliano Incudini Michele Grossi Antonio Mandarino S. Vallecorsa Alessandra Di Pierro David Windridge 106 10 0 22 Dec 2022
Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix Matthias C. Caro 75 42 0 08 Dec 2022