Title
Concentration of Data Encoding in Parameterized Quantum CircuitsNeural Information Processing Systems (NeurIPS), 2022 Guangxi Li Ruilin Ye Xuanqiang Zhao Xin Wang 96 34 0 16 Jun 2022
Bayesian Learning of Parameterised Quantum Circuits Samuel Duffield Marcello Benedetti Matthias Rosenkranz 106 13 0 15 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 204 63 0 08 Jun 2022
Recent Advances for Quantum Neural Networks in Generative LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Jinkai Tian Xiaoyun Sun Yuxuan Du Shanshan Zhao Qing Liu ... Xingyao Wu Min-hsiu Hsieh Tongliang Liu Wen-Bin Yang Dacheng Tao AI4CE 159 108 0 07 Jun 2022
Quantum Neural Network Classifiers: A TutorialSciPost Physics Lecture Notes (SPLN), 2022 Weikang Li Zhide Lu D. Deng 125 41 0 06 Jun 2022
Running the Dual-PQC GAN on noisy simulators and real quantum hardware Su Yeon Chang Edwin Agnew E. Combarro Michele Grossi Steven Herbert S. Vallecorsa 51 7 0 30 May 2022
Introducing Non-Linear Activations into Quantum Generative Models Kaitlin Gili Mykolas Sveistrys C. Ballance 161 11 0 28 May 2022
Mitigating barren plateaus of variational quantum eigensolversIEEE Transactions on Quantum Engineering (IEEE Trans. Quantum Eng.), 2022 Xia Liu Geng-yang Liu Jiaxin Huang Hao-Kai Zhang Xin Wang 143 53 0 26 May 2022
Avoiding Barren Plateaus with Classical Deep Neural Networks Lucas Friedrich Jonas Maziero 113 48 0 26 May 2022
A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers Xuchen You Shouvanik Chakrabarti Xiaodi Wu 130 37 0 25 May 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubitsnpj Quantum Information (NQI), 2022 Minzhao Liu Junyu Liu Yuri Alexeev Liang Jiang 165 10 0 19 May 2022
Power and limitations of single-qubit native quantum neural networksNeural Information Processing Systems (NeurIPS), 2022 Zhan Yu Hong Yao Mujin Li Xin Wang 195 48 0 16 May 2022
Exploiting symmetry in variational quantum machine learningPRX Quantum (PRX Quantum), 2022 Johannes Jakob Meyer Marian Mularski Elies Gil-Fuster A. A. Mele F. Arzani Alissa Wilms Jens Eisert AAML 117 160 0 12 May 2022
Equivariant quantum circuits for learning on weighted graphsnpj Quantum Information (NQI), 2022 Andrea Skolik Michele Cattelan S. Yarkoni Thomas Bäck Vedran Dunjko 201 77 0 12 May 2022
Quantum Self-Attention Neural Networks for Text ClassificationScience China Information Sciences (Sci. China Inf. Sci.), 2022 Guangxi Li Xuanqiang Zhao Xin Wang GNN 151 82 0 11 May 2022
Fundamental limitations on optimization in variational quantum algorithms Hao-Kai Zhang Chengkai Zhu Geng-yang Liu Xin Wang 105 4 0 10 May 2022
Hybrid quantum ResNet for car classification and its hyperparameter optimizationQuantum Machine Intelligence (QMI), 2022 Asel Sagingalieva Mohammad Kordzanganeh Andrii Kurkin Artem Melnikov Daniil Kuhmistrov M. Perelshtein A. Melnikov Andrea Skolik David Von Dollen 201 43 0 10 May 2022
Power of Quantum Generative Learning Yuxuan Du Zhuozhuo Tu Bujiao Wu Xiao Yuan Dacheng Tao AI4CE 144 9 0 10 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 123 20 0 09 May 2022
LAWS: Look Around and Warm-Start Natural Gradient Descent for Quantum Neural Networks Zeyi Tao Jindi Wu Qi Xia Qun Li 78 10 0 05 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 139 141 0 04 May 2022
A Scalable 5,6-Qubit Grover's Quantum Search Algorithm Dinesh Reddy Vemula Debanjan Konar Sudeep Satheesan Sri Mounica Kalidasu A. Cangi 17 6 0 30 Apr 2022
BEINIT: Avoiding Barren Plateaus in Variational Quantum AlgorithmsInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 Ankit Kulshrestha Ilya Safro 112 41 0 28 Apr 2022
Quantum-classical convolutional neural networks in radiological image classificationInternational Conference on Quantum Computing and Engineering (ICQCE), 2022 A. Matic Maureen Monnet J. Lorenz B. Schachtner Thomas Messerer 187 48 0 26 Apr 2022
Dynamical simulation via quantum machine learning with provable generalization Joe Gibbs Zoë Holmes Matthias C. Caro Nic Ezzell Hsin-Yuan Huang L. Cincio A. Sornborger Patrick J. Coles AI4CE 139 47 0 21 Apr 2022
Quantum version of the k-NN classifier based on a quantum sorting algorithmAnnals of Physics (Ann. Phys.), 2022 L. F. Quezada Guo-Hua Sun S. Dong 92 15 0 07 Apr 2022
Covariance matrix preparation for quantum principal component analysisPRX Quantum (PRX Quantum), 2022 Max Hunter Gordon M. Cerezo L. Cincio Patrick J. Coles 60 13 0 07 Apr 2022
Monte Carlo Tree Search based Hybrid Optimization of Variational Quantum CircuitsMathematical and Scientific Machine Learning (MSML), 2022 Jiahao Yao Haoya Li Marin Bukov Lin Lin Lexing Ying 106 19 0 30 Mar 2022
Multiclass classification using quantum convolutional neural networks with hybrid quantum-classical learningFrontiers of Physics (Front. Phys.), 2022 D. Bokhan A. S. Mastiukova A. S. Boev D. N. Trubnikov A. Fedorov 199 57 0 29 Mar 2022
Compositional optimization of quantum circuits for quantum kernels of support vector machinesPhysical Review Research (Phys. Rev. Res.), 2022 E. Torabian R. Krems 139 16 0 25 Mar 2022
Quantum-enhanced Markov chain Monte CarloNature (Nature), 2022 David Layden G. Mazzola R. Mishmash M. Motta P. Wocjan Jin-Sung Kim S. Sheldon 93 75 0 23 Mar 2022
Toward Physically Realizable Quantum Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2022 Mohsen Heidari A. Grama Wojtek Szpankowski 67 13 0 22 Mar 2022
Policy Gradients using Variational Quantum CircuitsQuantum Machine Intelligence (QMI), 2022 André Sequeira L. Santos Luis Soares Barbosa 233 20 0 20 Mar 2022
projUNN: efficient method for training deep networks with unitary matricesNeural Information Processing Systems (NeurIPS), 2022 B. Kiani Randall Balestriero Yann LeCun S. Lloyd 308 34 0 10 Mar 2022
Quantum neural networks force fields generation Oriel Kiss F. Tacchino S. Vallecorsa I. Tavernelli AI4CE 132 21 0 09 Mar 2022
Random Quantum Neural Networks (RQNN) for Noisy Image Recognition Debanjan Konar Erol Gelenbe Soham Bhandary Aditya Das Sarma A. Cangi 68 11 0 03 Mar 2022
The quantum low-rank approximation problem Nic Ezzell Zoë Holmes Patrick J. Coles 46 9 0 02 Mar 2022
The complexity of quantum support vector machinesQuantum (Quantum), 2022 Gian Gentinetta Arne Thomsen David Sutter Stefan Woerner 214 51 0 28 Feb 2022
Quantum Deep Reinforcement Learning for Robot Navigation TasksIEEE Access (IEEE Access), 2022 Hans Hohenfeld D. Heimann Felix Wiebe Frank Kirchner 156 40 0 24 Feb 2022
Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with Automunge Nicholas J. Teague AAML 110 1 0 18 Feb 2022
Scalable approach to many-body localization via quantum data Alexander Gresch Lennart Bittel M. Kliesch 72 2 0 17 Feb 2022
Quantum Lazy TrainingQuantum (Quantum), 2022 E. Abedi Salman Beigi Leila Taghavi 210 10 0 16 Feb 2022
Variational quantum solutions to the Shortest Vector ProblemIACR Cryptology ePrint Archive (IACR ePrint), 2022 Martin R. Albrecht Milos Prokop Yixin Shen P. Wallden 117 17 0 14 Feb 2022
An Empirical Review of Optimization Techniques for Quantum Variational Circuits Owen Lockwood 193 19 0 03 Feb 2022
Classical Simulation of Variational Quantum Classifiers using Tensor RingsApplied Soft Computing (ASC), 2022 Dheeraj Peddireddy V. Bansal Vaneet Aggarwal 130 11 0 21 Jan 2022
A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification Davis Arthur Prasanna Date 126 37 0 05 Jan 2022
Quantum Capsule NetworksQuantum Science and Technology (QST), 2022 Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 201 20 0 05 Jan 2022
Quantum Approximate Optimization Algorithm applied to the binary perceptronPhysical review B (PRB), 2021 Pietro Torta G. Mbeng Carlo Baldassi R. Zecchina G. Santoro 84 8 0 19 Dec 2021
Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum Ansätze Han Zheng Zimu Li Junyu Liu Sergii Strelchuk Risi Kondor 135 59 0 14 Dec 2021
A Case For Noisy Shallow Gate-Based Circuits In Quantum Machine Learning Patrick Selig Niall Murphy Ashwin Sundareswaran R D. Redmond Simon Caton 45 3 0 13 Dec 2021