Power of data in quantum machine learning

3 November 2020

Hsin-Yuan Huang

Michael Broughton

Masoud Mohseni

Ryan Babbush

Sergio Boixo

Hartmut Neven

Jarrod R. McClean

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Papers citing "Power of data in quantum machine learning"

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Title
Detecting Clouds in Multispectral Satellite Images Using Quantum-Kernel Support Vector Machines Artur Miroszewski Jakub Mielczarek G. Czelusta Filip Szczepanek B. Grabowski Bertrand Le Saux J. Nalepa 13 17 0 16 Feb 2023
Dimension reduction and redundancy removal through successive Schmidt decompositions Ammar Daskin Rishabh Gupta S. Kais 14 3 0 09 Feb 2023
Quantum Graph Learning: Frontiers and Outlook Shuo Yu Ciyuan Peng Yingbo Wang Ahsan Shehzad Feng Xia Edwin R. Hancock AI4CE 27 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 33 44 0 30 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 16 26 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 21 35 0 25 Jan 2023
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 24 18 0 22 Jan 2023
VQNet 2.0: A New Generation Machine Learning Framework that Unifies Classical and Quantum Huanyu Bian Z. Jia Meng-Han Dou Yuan Fang Leijiao Li ... Yang Yang Weiming Zhang Neng H. Yu Zhao-Yun Chen G. Guo GNN 14 3 0 09 Jan 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 38 22 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 31 6 0 22 Dec 2022
Harmonic (Quantum) Neural Networks Atiyo Ghosh Antonio A. Gentile M. Dagrada Chul Lee S. Kim Hyukgeun Cha Yunjun Choi Brad Kim J. Kye V. Elfving AI4CE 35 1 0 14 Dec 2022
Enhancing Quantum Adversarial Robustness by Randomized Encodings Weiyuan Gong D. Yuan Weikang Li D. Deng AAML 21 19 0 05 Dec 2022
Numerical evidence against advantage with quantum fidelity kernels on classical data L. Slattery Ruslan Shaydulin Shouvanik Chakrabarti Marco Pistoia Sami Khairy Stefan M. Wild 14 17 0 29 Nov 2022
Intelligent Computing: The Latest Advances, Challenges and Future Shiqiang Zhu Ting Yu Tao Xu Hongyang Chen Schahram Dustdar ... Tariq S. Durrani Huaimin Wang Jiangxing Wu Tongyi Zhang Yunhe Pan AI4CE 27 117 0 21 Nov 2022
An Advantage Using Feature Selection with a Quantum Annealer Andrew Vlasic Hunter Grant Salvatore Certo 4 5 0 17 Nov 2022
An Invitation to Distributed Quantum Neural Networks Lirande Pira C. Ferrie 19 16 0 14 Nov 2022
Examining the Differential Risk from High-level Artificial Intelligence and the Question of Control Kyle A. Kilian Chris Ventura Mark M. Bailey 14 13 0 06 Nov 2022
A Quantum Kernel Learning Approach to Acoustic Modeling for Spoken Command Recognition Chao-Han Huck Yang Bo-wen Li Yu Zhang Nanxin Chen Tara N. Sainath Sabato Marco Siniscalchi Chin-Hui Lee 19 6 0 02 Nov 2022
Learning to predict arbitrary quantum processes Hsin-Yuan Huang Sitan Chen J. Preskill 60 65 0 26 Oct 2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 36 84 0 18 Oct 2022
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 31 88 0 16 Oct 2022
The Complexity of NISQ Sitan Chen Jordan S. Cotler Hsin-Yuan Huang Jungshian Li 33 70 0 13 Oct 2022
Shot-frugal and Robust quantum kernel classifiers Abhay Shastry Abhijith Jayakumar Apoorva D. Patel Chiranjib Bhattacharyya 11 1 0 13 Oct 2022
A kernel-based quantum random forest for improved classification Maiyuren Srikumar C. Hill Lloyd C. L. Hollenberg 22 13 0 05 Oct 2022
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 43 13 0 29 Sep 2022
Shuffle-QUDIO: accelerate distributed VQE with trainability enhancement and measurement reduction Yan Qian Yuxuan Du Dacheng Tao 31 3 0 26 Sep 2022
Scalable Quantum Convolutional Neural Networks Hankyul Baek Won Joon Yun Joongheon Kim 19 6 0 26 Sep 2022
Automatic and effective discovery of quantum kernels Massimiliano Incudini Daniele Lizzio Bosco F. Martini Michele Grossi Giuseppe Serra Alessandra Di Pierro 31 4 0 22 Sep 2022
DQC $^2$ O: Distributed Quantum Computing for Collaborative Optimization in Future Networks Napat Ngoenriang Minrui Xu Jiawen Kang Dusit Niyato Han Yu Xuemin X. Shen 6 9 0 16 Sep 2022
The role of entanglement for enhancing the efficiency of quantum kernels towards classification Dikshant Sharma Parvinder Singh Atul Kumar 12 15 0 12 Sep 2022
A preprocessing perspective for quantum machine learning classification advantage using NISQ algorithms Javier Mancilla Christophe Pere VLM 26 17 0 28 Aug 2022
Federated Quantum Natural Gradient Descent for Quantum Federated Learning Jun Qi FedML 19 16 0 15 Aug 2022
On establishing learning separations between classical and quantum machine learning with classical data Casper Gyurik Vedran Dunjko 25 15 0 12 Aug 2022
Quantum Advantage Seeker with Kernels (QuASK): a software framework to speed up the research in quantum machine learning Francesco Di Marcantonio Massimiliano Incudini Davide Tezza Michele Grossi 56 13 0 30 Jun 2022
Supervised learning of random quantum circuits via scalable neural networks S. Cantori D. Vitali S. Pilati UQCV 6 7 0 21 Jun 2022
Concentration of Data Encoding in Parameterized Quantum Circuits Guangxi Li Ruilin Ye Xuanqiang Zhao Xin Wang 14 24 0 16 Jun 2022
Bandwidth Enables Generalization in Quantum Kernel Models Abdulkadir Canatar E. Peters C. Pehlevan Stefan M. Wild Ruslan Shaydulin 26 42 0 14 Jun 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 28 50 0 08 Jun 2022
Quantum Neural Network Classifiers: A Tutorial Weikang Li Zhide Lu D. Deng 11 32 0 06 Jun 2022
Quantum Self-Attention Neural Networks for Text Classification Guangxi Li Xuanqiang Zhao Xin Wang GNN 24 50 0 11 May 2022
Power of Quantum Generative Learning Yuxuan Du Zhuozhuo Tu Bujiao Wu Xiao Yuan Dacheng Tao AI4CE 25 8 0 10 May 2022
Quantum neural network autoencoder and classifier applied to an industrial case study Stefano Mangini A. Marruzzo M. Piantanida D. Gerace D. Bajoni C. Macchiavello AI4CE 25 16 0 09 May 2022
Out-of-distribution generalization for learning quantum dynamics Matthias C. Caro Hsin-Yuan Huang Nic Ezzell Joe Gibbs A. Sornborger L. Cincio Patrick J. Coles Zoë Holmes OODD OOD 19 85 0 21 Apr 2022
Efficient and practical quantum compiler towards multi-qubit systems with deep reinforcement learning Qiuhao Chen Yuxuan Du Qi Zhao Yuliang Jiao Xiliang Lu Xingyao Wu 21 12 0 14 Apr 2022
Quantum Machine Learning Framework for Virtual Screening in Drug Discovery: a Prospective Quantum Advantage Stefano Mensa E. Şahin F. Tacchino Panagiotis Kl Barkoutsos I. Tavernelli 11 50 0 08 Apr 2022
Experimental quantum adversarial learning with programmable superconducting qubits W. Ren Weikang Li Shibo Xu Ke Wang Wenjie Jiang ... Zhen Wang Jacob Biamonte Chao Song D. Deng H. Wang AAML 28 88 0 04 Apr 2022
Analytic theory for the dynamics of wide quantum neural networks Junyu Liu K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 27 52 0 30 Mar 2022
Multiclass classification using quantum convolutional neural networks with hybrid quantum-classical learning D. Bokhan A. S. Mastiukova A. S. Boev D. N. Trubnikov A. Fedorov 14 40 0 29 Mar 2022
Classification of NEQR Processed Classical Images using Quantum Neural Networks (QNN) Santanu Ganguly 19 1 0 29 Mar 2022
Optimisation-free Classification and Density Estimation with Quantum Circuits Vladimir Vargas-Calderón Fabio A. González Herbert Vinck-Posada 21 6 0 28 Mar 2022