Barren plateaus in quantum neural network training landscapes

29 March 2018

Jarrod R. McClean

Sergio Boixo

V. Smelyanskiy

Ryan Babbush

Hartmut Neven

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Papers citing "Barren plateaus in quantum neural network training landscapes"

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QFCNN: Quantum Fourier Convolutional Neural Network Feihong Shen Jun Liu 23 5 0 19 Jun 2021
The dilemma of quantum neural networks Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 21 30 0 09 Jun 2021
Noisy intermediate-scale quantum algorithm for semidefinite programming Kishor Bharti Tobias Haug V. Vedral L. Kwek 22 17 0 07 Jun 2021
The Inductive Bias of Quantum Kernels Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 19 119 0 07 Jun 2021
Automatic design of quantum feature maps Sergio Altares-López Ángela Ribeiro J. J. García-Ripoll 11 49 0 26 May 2021
Quantum Embedding Search for Quantum Machine Learning N. Nguyen Kwang-Cheng Chen 12 26 0 25 May 2021
Variational Quantum Classifiers Through the Lens of the Hessian Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 17 24 0 21 May 2021
Negational Symmetry of Quantum Neural Networks for Binary Pattern Classification Nanqing Dong Michael C. Kampffmeyer Irina Voiculescu Eric P. Xing 18 7 0 20 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 25 93 0 05 May 2021
Automatically Differentiable Quantum Circuit for Many-qubit State Preparation Peng Zhou Rui Hong Shi-Ju Ran 9 16 0 30 Apr 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 43 35 0 29 Apr 2021
Equivalence of quantum barren plateaus to cost concentration and narrow gorges A. Arrasmith Zoë Holmes M. Cerezo Patrick J. Coles 27 140 0 12 Apr 2021
Noise-Resilient Quantum Machine Learning for Stability Assessment of Power Systems Yifan Zhou Peng Zhang 8 39 0 10 Apr 2021
Quantum Optimization for Training Quantum Neural Networks Yidong Liao Min-hsiu Hsieh C. Ferrie 20 16 0 31 Mar 2021
Variational quantum compiling with double Q-learning Zhimin He Lvzhou Li Shenggen Zheng Yongyao Li Haozhen Situ 11 41 0 22 Mar 2021
Variational inference with a quantum computer Marcello Benedetti Brian Coyle Mattia Fiorentini M. Lubasch Matthias Rosenkranz BDL 22 37 0 11 Mar 2021
A semi-agnostic ansatz with variable structure for quantum machine learning M. Bilkis M. Cerezo Guillaume Verdon Patrick J. Coles L. Cincio 35 19 0 11 Mar 2021
Entanglement Diagnostics for Efficient Quantum Computation Joonho Kim Yaron Oz 29 10 0 24 Feb 2021
Quantum Cross Entropy and Maximum Likelihood Principle Shangnan Zhou Yixu Wang 11 8 0 23 Feb 2021
Quantum machine learning with adaptive linear optics Ulysse Chabaud D. Markham A. Sohbi 13 21 0 08 Feb 2021
Long-time simulations with high fidelity on quantum hardware Joe Gibbs Kaitlin Gili Zoë Holmes Benjamin Commeau A. Arrasmith L. Cincio Patrick J. Coles A. Sornborger 52 53 0 08 Feb 2021
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus Chen Zhao Xiao-Shan Gao 19 87 0 03 Feb 2021
Ansatz-Independent Variational Quantum Classifier Hideyuki Miyahara V. Roychowdhury 8 8 0 02 Feb 2021
Capacity and quantum geometry of parametrized quantum circuits Tobias Haug Kishor Bharti M. S. Kim 27 100 0 02 Feb 2021
Supervised quantum machine learning models are kernel methods Maria Schuld 34 359 0 26 Jan 2021
Noisy intermediate-scale quantum (NISQ) algorithms Kishor Bharti Alba Cervera-Lierta T. Kyaw Tobias Haug Sumner Alperin-Lea ... Tim Menke Wai-Keong Mok Sukin Sim L. Kwek Alán Aspuru-Guzik 106 390 0 21 Jan 2021
Enhancing Generative Models via Quantum Correlations Xun Gao Eric R. Anschuetz Sheng-Tao Wang J. I. Cirac M. Lukin 11 75 0 20 Jan 2021
Learning quantum data with the quantum Earth Mover's distance B. Kiani Giacomo De Palma M. Marvian Zi-Wen Liu S. Lloyd 21 45 0 08 Jan 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 143 423 0 06 Jan 2021
Quantum Circuit Evolution on NISQ Devices L. Franken B. Georgiev Sascha Mucke Moritz Wolter R. Heese Christian Bauckhage Nico Piatkowski 17 13 0 23 Dec 2020
Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis Brian Coyle Mina Doosti E. Kashefi N. Kumar 11 3 0 21 Dec 2020
Variational Quantum Algorithms M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 56 2,445 0 16 Dec 2020
VSQL: Variational Shadow Quantum Learning for Classification Guangxi Li Zhixin Song Xin Wang 19 44 0 15 Dec 2020
Quantum Circuit Design Search Mohammad Pirhooshyaran T. Terlaky 11 37 0 07 Dec 2020
Natural Evolutionary Strategies for Variational Quantum Computation A. Anand M. Degroote Alán Aspuru-Guzik 22 40 0 30 Nov 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 35 212 0 24 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 13 124 0 20 Nov 2020
Non-trivial symmetries in quantum landscapes and their resilience to quantum noise Enrico Fontana M. Cerezo A. Arrasmith I. Rungger Patrick J. Coles 22 22 0 17 Nov 2020
Absence of Barren Plateaus in Quantum Convolutional Neural Networks Arthur Pesah M. Cerezo Samson Wang T. Volkoff A. Sornborger Patrick J. Coles 13 278 0 05 Nov 2020
Power of data in quantum machine learning Hsin-Yuan Huang Michael Broughton Masoud Mohseni Ryan Babbush Sergio Boixo Hartmut Neven Jarrod R. McClean 23 622 0 03 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 33 725 0 30 Oct 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 24 277 0 29 Oct 2020
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 44 133 0 20 Oct 2020
Reinforcement Learning for Many-Body Ground-State Preparation Inspired by Counterdiabatic Driving Jiahao Yao Lin Lin Marin Bukov BDL AI4CE 19 61 0 07 Oct 2020
Universal Effectiveness of High-Depth Circuits in Variational Eigenproblems Joonho Kim Jaedeok Kim Dario Rosa 27 39 0 01 Oct 2020
Variational Preparation of the Sachdev-Ye-Kitaev Thermofield Double V. P. Su 10 7 0 09 Sep 2020
Quantum Language Model with Entanglement Embedding for Question Answering Yiwei Chen Yu Pan D. Dong 36 31 0 23 Aug 2020
The effect of data encoding on the expressive power of variational quantum machine learning models Maria Schuld R. Sweke Johannes Jakob Meyer 23 495 0 19 Aug 2020
Quantum versus Classical Generative Modelling in Finance Brian Coyle Maxwell P. Henderson Justin Chan Jin Le N. Kumar M. Paini E. Kashefi 16 59 0 03 Aug 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 138 655 0 28 Jul 2020