Title
An Introduction to Quantum Computing for Statisticians and Data Scientists A. Lopatnikova Minh-Ngoc Tran Scott A. Sisson 178 4 0 13 Dec 2021
Quantum Architecture Search via Continual Reinforcement Learning Esther Ye Samuel Yen-Chi Chen 168 38 0 10 Dec 2021
Towards Efficient Ansatz Architecture for Variational Quantum Algorithms Anbang Wu Gushu Li Yuke Wang Boyuan Feng Yufei Ding Yuan Xie 142 9 0 26 Nov 2021
Mitigating Noise-Induced Gradient Vanishing in Variational Quantum Algorithm Training Anbang Wu Gushu Li Yufei Ding Yuan Xie 98 6 0 25 Nov 2021
Stochastic Gradient Line Bayesian Optimization for Efficient Noise-Robust Optimization of Parameterized Quantum Circuitsnpj Quantum Information (npjQI), 2021 Shiro Tamiya H. Yamasaki 144 27 0 15 Nov 2021
Generalization in quantum machine learning from few training dataNature Communications (Nat Commun), 2021 Matthias C. Caro Hsin-Yuan Huang M. Cerezo Kunal Sharma A. Sornborger L. Cincio Patrick J. Coles 201 430 0 09 Nov 2021
Representation Learning via Quantum Neural Tangent Kernels Junyu Liu F. Tacchino Jennifer R. Glick Liang Jiang Antonio Mezzacapo 191 73 0 08 Nov 2021
Graph neural network initialisation of quantum approximate optimisationQuantum (Quantum), 2021 Nishant Jain Brian Coyle E. Kashefi N. Kumar GNN AI4CE 270 53 0 04 Nov 2021
Quantum tangent kernelPhysical Review Research (Phys. Rev. Res.), 2021 Norihito Shirai K. Kubo K. Mitarai Keisuke Fujii 146 32 0 04 Nov 2021
Subtleties in the trainability of quantum machine learning modelsQuantum Machine Intelligence (QMI), 2021 Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 147 73 0 27 Oct 2021
Quantum machine learning beyond kernel methodsNature Communications (Nat Commun), 2021 Sofiene Jerbi Lukas J. Fiderer Hendrik Poulsen Nautrup Jonas M. Kubler Hans J. Briegel Vedran Dunjko 199 202 0 25 Oct 2021
Variational quantum algorithm for Gaussian discrete solitons and their boson sampling Claudio Conti 101 1 0 24 Oct 2021
Learning quantum dynamics with latent neural ODEs M. Choi Daniel Flam-Shepherd T. Kyaw A. Aspuru‐Guzik BDL AI4CE 113 5 0 20 Oct 2021
Style-based quantum generative adversarial networks for Monte Carlo events Carlos Bravo-Prieto J. Baglio M. Cè A. Francis D. Grabowska Stefano Carrazza GAN 119 51 0 13 Oct 2021
The Dawn of Quantum Natural Language Processing R. Sipio Jia-Hong Huang Samuel Yen-Chi Chen Stefano Mangini Marcel Worring 197 100 0 13 Oct 2021
Learnability of the output distributions of local quantum circuits M. Hinsche M. Ioannou A. Nietner J. Haferkamp Yihui Quek D. Hangleiter Jean-Pierre Seifert Jens Eisert R. Sweke 94 19 0 11 Oct 2021
F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits Chiara Leadbeater Louis Sharrock Brian Coyle Marcello Benedetti 123 11 0 08 Oct 2021
Feasible Architecture for Quantum Fully Convolutional Networks Yusui Chen Wenhao Hu Xiang Li 79 1 0 05 Oct 2021
Hybrid Quantum Classical Graph Neural Networks for Particle Track ReconstructionQuantum Machine Intelligence (QMI), 2021 Cenk Tüysüz C. Rieger Kristiane Novotny B. Demirköz D. Dobos K. Potamianos S. Vallecorsa J. Vlimant Richard Forster 203 63 0 26 Sep 2021
Theory of overparametrization in quantum neural networksNature Computational Science (Nat. Comput. Sci.), 2021 Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 161 214 0 23 Sep 2021
Quantum algorithms for group convolution, cross-correlation, and equivariant transformations Grecia Castelazo Quynh T. Nguyen Giacomo De Palma Dirk Englund S. Lloyd B. Kiani 137 14 0 23 Sep 2021
Towards a variational Jordan-Lee-Preskill quantum algorithm Junyu Liu Zimu Li Han Zheng Xiao Yuan Jinzhao Sun 165 23 0 12 Sep 2021
Entangled Datasets for Quantum Machine Learning Louis Schatzki A. Arrasmith Patrick J. Coles M. Cerezo 212 64 0 08 Sep 2021
Learning Interpretable Representations of Entanglement in Quantum Optics Experiments using Deep Generative ModelsNature Machine Intelligence (Nat. Mach. Intell.), 2021 Daniel Flam-Shepherd Tony C Wu Xuemei Gu Alba Cervera-Lierta Mario Krenn Alán Aspuru-Guzik DRL 109 24 0 06 Sep 2021
Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms? Samson Wang Piotr Czarnik A. Arrasmith M. Cerezo L. Cincio Patrick J. Coles 237 84 0 02 Sep 2021
Variational Quantum Reinforcement Learning via Evolutionary Optimization Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing H. Goan Y. Kao 174 95 0 01 Sep 2021
Recent advances for quantum classifiersScience China Physics Mechanics and Astronomy (SCPMA), 2021 Weikang Li D. Deng AAML 181 97 0 30 Aug 2021
Representation of binary classification trees with binary features by quantum circuitsQuantum (Quantum), 2021 R. Heese P. Bickert A. Niederle 96 21 0 30 Aug 2021
Adaptive shot allocation for fast convergence in variational quantum algorithms Andi Gu Angus Lowe Pavel A. Dub Patrick J. Coles A. Arrasmith 125 25 0 23 Aug 2021
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-SeriesAdvanced Quantum Technologies (AQT), 2021 Annie E. Paine V. Elfving Oleksandr Kyriienko 130 26 0 06 Aug 2021
Quantum Neural Networks: Concepts, Applications, and Challenges Yunseok Kwak Won Joon Yun Soyi Jung Joongheon Kim 113 73 0 02 Aug 2021
A Leap among Quantum Computing and Quantum Neural Networks: A Survey F. V. Massoli Lucia Vadicamo Giuseppe Amato Fabrizio Falchi 130 41 0 06 Jul 2021
Accelerating variational quantum algorithms with multiple quantum processors Yuxuan Du Yan Qian Dacheng Tao 111 8 0 24 Jun 2021
Variational Quanvolutional Neural Networks with enhanced image encoding Denny Mattern Darya Martyniuk Henri Willems F. Bergmann Adrian Paschke 134 30 0 14 Jun 2021
Quantum Algorithms and Simulation for Parallel and Distributed Quantum Computing Rhea Parekh Andrea Ricciardi Ahmed Darwish Stephen Diadamo LRM 78 35 0 12 Jun 2021
The dilemma of quantum neural networksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 95 39 0 09 Jun 2021
Noisy intermediate-scale quantum algorithm for semidefinite programming Kishor Bharti Tobias Haug V. Vedral L. Kwek 125 23 0 07 Jun 2021
Encoding-dependent generalization bounds for parametrized quantum circuitsQuantum (Quantum), 2021 Matthias C. Caro Elies Gil-Fuster Johannes Jakob Meyer Jens Eisert R. Sweke UQCV 171 117 0 07 Jun 2021
The Inductive Bias of Quantum KernelsNeural Information Processing Systems (NeurIPS), 2021 Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 196 136 0 07 Jun 2021
A Quantum Hopfield Associative Memory Implemented on an Actual Quantum ProcessorScientific Reports (Sci Rep), 2021 N. Miller Saibal Mukhopadhyay 114 11 0 25 May 2021
Variational Quantum Classifiers Through the Lens of the HessianPLoS ONE (PLOS ONE), 2021 Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 172 28 0 21 May 2021
Neural Error Mitigation of Near-Term Quantum SimulationsNature Machine Intelligence (Nat. Mach. Intell.), 2021 Elizabeth R. Bennewitz Florian Hopfmueller B. Kulchytskyy Juan Carrasquilla Pooya Ronagh 142 64 0 17 May 2021
Structural risk minimization for quantum linear classifiersQuantum (Quantum), 2021 Casper Gyurik Dyon van Vreumingen Vedran Dunjko 130 38 0 12 May 2021
Training Quantum Embedding Kernels on Near-Term Quantum Computers T. Hubregtsen David Wierichs Elies Gil-Fuster Peter-Jan H. S. Derks Paul K. Faehrmann Johannes Jakob Meyer 147 121 0 05 May 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 177 38 0 29 Apr 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorgesQuantum Science and Technology (QST), 2021 A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 123 164 0 12 Apr 2021
Towards understanding the power of quantum kernels in the NISQ eraQuantum (Quantum), 2021 Xinbiao Wang Yuxuan Du Yong Luo Dacheng Tao 240 83 0 31 Mar 2021
Reinforcement learning for optimization of variational quantum circuit architecturesNeural Information Processing Systems (NeurIPS), 2021 M. Ostaszewski Lea M. Trenkwalder Wojciech Masarczyk Eleanor Scerri Vedran Dunjko 142 159 0 30 Mar 2021
Quantum Self-Supervised LearningQuantum Science and Technology (QST), 2021 Ben Jaderberg L. W. Anderson Weidi Xie Samuel Albanie M. Kiffner D. Jaksch SSL 181 41 0 26 Mar 2021
Federated Quantum Machine LearningEntropy (Entropy), 2021 Samuel Yen-Chi Chen Shinjae Yoo FedML AI4CE 145 146 0 22 Mar 2021