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Quantum Machine Learning

28 November 2016

Jacob Biamonte

Papers citing "Quantum Machine Learning"

50 / 379 papers shown

Title
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 239 34 0 25 Jan 2023
Quantum anomaly detection in the latent space of proton collision events at the LHCCommunications Physics (Commun. Phys.), 2023 Kinga Anna Wo'zniak Vasilis Belis E. Puljak Panagiotis Kl Barkoutsos Günther Dissertori Michele Grossi M. Pierini F. Reiter I. Tavernelli S. Vallecorsa 196 55 0 25 Jan 2023
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine LearningQuantum Machine Intelligence (QMI), 2023 R. Heese Thore Gerlach Sascha Mucke Sabine Muller Matthias Jakobs Nico Piatkowski 373 31 0 22 Jan 2023
Multi-Armed Bandits and Quantum Channel OraclesQuantum (Quantum), 2023 Simon Buchholz Jonas M. Kubler Bernhard Schölkopf 247 2 0 20 Jan 2023
Restricting to the chip architecture maintains the quantum neural network accuracyQuantum Information Processing (QIP), 2022 Lucas Friedrich Jonas Maziero 251 3 0 29 Dec 2022
Quantum Clustering with k-Means: a Hybrid ApproachTheoretical Computer Science (TCS), 2022 Alessandro Poggiali Alessandro Berti A. Bernasconi G. D. Corso Riccardo Guidotti 98 39 0 13 Dec 2022
Validating quantum-supremacy experiments with exact and fast tensor network contractionPhysical Review Letters (PRL), 2022 Yong Liu Yaojian Chen Chu Guo Jiawei Song X. Shi ... Xin Liu Dexun Chen Zhifeng Zhao Guangwen Yang Jiangang Gao 48 14 0 09 Dec 2022
Review of Ansatz Designing Techniques for Variational Quantum Algorithms Junhan Qin 211 21 0 07 Dec 2022
Financial Risk Management on a Neutral Atom Quantum ProcessorPhysical Review Research (Phys. Rev. Res.), 2022 L. Leclerc Luis Ortiz-Guitierrez S. Grijalva Boris Albrecht J. R. Cline ... Roman Orus Achraf Seddik Oumaima Hammammi Hacene Isselnane Didier M'tamon 183 22 0 06 Dec 2022
Hybrid adiabatic quantum computing for tomographic image reconstruction -- opportunities and limitationsJournal of Imaging (JI), 2022 M. Nau A. Vija W. Gohn Maximilian P. Reymann Andreas Maier 96 6 0 02 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 129 18 0 29 Nov 2022
Benchmarking simulated and physical quantum processing units using quantum and hybrid algorithmsAdvanced Quantum Technologies (AQT), 2022 Mohammad Kordzanganeh M. Buchberger Basil Kyriacou Maxim Povolotskii W. Fischer Andrii Kurkin Wilfrid Somogyi Asel Sagingalieva M. Pflitsch A. Melnikov 321 45 0 28 Nov 2022
SnCQA: A hardware-efficient equivariant quantum convolutional circuit architectureInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 Han Zheng Christopher Kang Gokul Subramanian Ravi Hanrui Wang Kanav Setia Frederic T. Chong Sergii Strelchuk 126 12 0 23 Nov 2022
Benchmarking Adversarially Robust Quantum Machine Learning at ScalePhysical Review Research (Phys. Rev. Res.), 2022 Maxwell T. West S. Erfani C. Leckie M. Sevior Lloyd C. L. Hollenberg Muhammad Usman AAML OOD 164 52 0 23 Nov 2022
Near-Term Quantum Computing Techniques: Variational Quantum Algorithms, Error Mitigation, Circuit Compilation, Benchmarking and Classical SimulationScience China Physics Mechanics and Astronomy (SCPMA), 2022 Heliang Huang Xiao-Yue Xu Chu Guo Guojing Tian Shijie Wei Xiaoming Sun Wansu Bao G. Long 209 83 0 16 Nov 2022
An Invitation to Distributed Quantum Neural NetworksQuantum Machine Intelligence (QMI), 2022 Lirande Pira C. Ferrie 162 25 0 14 Nov 2022
Efficient and quantum-adaptive machine learning with fermion neural networksPhysical Review Applied (Phys. Rev. Appl.), 2022 Peikun Zheng Jia-Bao Wang Yi Zhang 127 5 0 10 Nov 2022
Hybrid quantum neural network for drug response prediction Asel Sagingalieva Mohammad Kordzanganeh Nurbolat Kenbayev Daria Kosichkina Tatiana Tomashuk A. Melnikov 179 89 0 10 Nov 2022
Quantum Power Flows: From Theory to PracticeQuantum Machine Intelligence (QMI), 2022 Sergii Strelchuk Hang Zheng M. Hanada Kanav Setia Dan Wu 91 8 0 10 Nov 2022
Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum NoiseIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Jhih-Cing Huang Yu-Lin Tsai Chao-Han Huck Yang Cheng-Fang Su Chia-Mu Yu Pin-Yu Chen Sy-Yen Kuo AAML 285 24 0 02 Nov 2022
A super-polynomial quantum-classical separation for density modelling Niklas Pirnay R. Sweke Jens Eisert Jean-Pierre Seifert 84 16 0 26 Oct 2022
Learning to predict arbitrary quantum processesPRX Quantum (PRX Quantum), 2022 Hsin-Yuan Huang Sitan Chen J. Preskill 238 90 0 26 Oct 2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networksnpj Quantum Information (NQI), 2022 Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 336 114 0 18 Oct 2022
Theory for Equivariant Quantum Neural NetworksPRX Quantum (PRX Quantum), 2022 Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 295 114 0 16 Oct 2022
QuCNN : A Quantum Convolutional Neural Network with Entanglement Based BackpropagationIFIP International Information Security Conference (IFIP SEC), 2022 S. Stein Y. Mao James Ang A. Li 106 11 0 11 Oct 2022
Quantum Vision TransformersQuantum (Quantum), 2022 El Amine Cherrat Iordanis Kerenidis Natansh Mathur Jonas Landman M. Strahm Yun. Y Li ViT 256 90 0 16 Sep 2022
The role of entanglement for enhancing the efficiency of quantum kernels towards classification Dikshant Sharma Parvinder Singh Atul Kumar 131 16 0 12 Sep 2022
Non-IID Quantum Federated Learning with One-shot Communication ComplexityQuantum Machine Intelligence (QMI), 2022 Haimeng Zhao FedML 183 33 0 02 Sep 2022
AutoQML: Automatic Generation and Training of Robust Quantum-Inspired Classifiers by Using Genetic Algorithms on Grayscale ImagesExpert systems with applications (ESWA), 2022 Sergio Altares-López J. J. García-Ripoll Ángela Ribeiro 125 23 0 28 Aug 2022
Exponential concentration in quantum kernel methodsNature Communications (Nat Commun), 2022 Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 209 121 0 23 Aug 2022
Active Learning on a Programmable Photonic Quantum ProcessorQuantum Science and Technology (QST), 2022 Chen Ding Xiao-Yue Xu Yun-Fei Niu Shuo Zhang Wansu Bao Heliang Huang 165 6 0 03 Aug 2022
Data centers with quantum random access memory and quantum networks Sergii Strelchuk Connor T. Hann Liang Jiang GNN 157 25 0 28 Jul 2022
Universal expressiveness of variational quantum classifiers and quantum kernels for support vector machinesNature Communications (Nat Commun), 2022 Jonas Jäger R. Krems 191 96 0 12 Jul 2022
A single $T$ -gate makes distribution learning hard M. Hinsche M. Ioannou A. Nietner J. Haferkamp Yihui Quek D. Hangleiter Jean-Pierre Seifert Jens Eisert R. Sweke 111 16 0 07 Jul 2022
Quantum Circuit Compiler for a Shuttling-Based Trapped-Ion Quantum ComputerQuantum (Quantum), 2022 Fabian Kreppel C. Melzer Diego Olvera Millán Janis Wagner J. Hilder U. Poschinger F. Schmidt-Kaler A. Brinkmann 258 34 0 05 Jul 2022
Rapid training of quantum recurrent neural networksQuantum Machine Intelligence (QMI), 2022 M. Siemaszko A. Buraczewski Bertrand Le Saux Magdalena Stobiñska 254 14 0 01 Jul 2022
Variational Quantum Approximate Support Vector Machine with Inference TransferScientific Reports (Sci Rep), 2022 Siheon Park D. Park J. Rhee 160 32 0 29 Jun 2022
Classical surrogates for quantum learning modelsPhysical Review Letters (PRL), 2022 Franz J. Schreiber Jens Eisert Johannes Jakob Meyer AI4CE 235 73 0 23 Jun 2022
Quantum-machine-learning channel discrimination A. Kardashin A. Vlasova A. Pervishko D. Yudin Jacob Biamonte 161 10 0 20 Jun 2022
Variational Quantum and Quantum-Inspired ClusteringScientific Reports (Sci Rep), 2022 Pablo Bermejo Roman Orus 124 17 0 20 Jun 2022
Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regressionnpj Quantum Information (NQI), 2022 Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 303 65 0 08 Jun 2022
Quantum Neural Network Classifiers: A TutorialSciPost Physics Lecture Notes (SPLN), 2022 Weikang Li Zhide Lu D. Deng 161 43 0 06 Jun 2022
Overfitting in quantum machine learning and entangling dropoutQuantum Machine Intelligence (QMI), 2022 Masahiro Kobayashi Kouhei Nakaji N. Yamamoto 157 42 0 23 May 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubitsnpj Quantum Information (NQI), 2022 Minzhao Liu Sergii Strelchuk Yuri Alexeev Liang Jiang 237 10 0 19 May 2022
Conditional Born machine for Monte Carlo event generation Oriel Kiss Michele Grossi E. Kajomovitz S. Vallecorsa 195 18 0 16 May 2022
Quantum neural network autoencoder and classifier applied to an industrial case studyQuantum Machine Intelligence (QMI), 2022 Stefano Mangini A. Marruzzo M. Piantanida D. Gerace D. Bajoni C. Macchiavello AI4CE 187 22 0 09 May 2022
Group-Invariant Quantum Machine LearningPRX Quantum (PRX Quantum), 2022 Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 164 147 0 04 May 2022
Quantum Semi-Supervised Kernel LearningQuantum Machine Intelligence (QMI), 2019 Seyran Saeedi Ali (Aliakbar) Panahi Tom Arodz SSL 247 8 0 22 Apr 2022
Out-of-distribution generalization for learning quantum dynamicsNature Communications (Nat Commun), 2022 Matthias C. Caro Hsin-Yuan Huang Nic Ezzell Joe Gibbs A. Sornborger L. Cincio Patrick J. Coles Zoë Holmes OODD OOD 297 103 0 21 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 103 68 0 08 Apr 2022