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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Title
Short Quantum Circuits in Reinforcement Learning Policies for the Vehicle Routing Problem F. Sanches Sean J. Weinberg Takanori Ide Kazumitsu Kamiya 85 10 0 15 Sep 2021
Entangled Datasets for Quantum Machine Learning Louis Schatzki A. Arrasmith Patrick J. Coles M. Cerezo 101 60 0 08 Sep 2021
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning Owen Lockwood 86 9 0 07 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 140 82 0 02 Sep 2021
Recent advances for quantum classifiers Weikang Li D. Deng AAML 87 87 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 67 22 0 23 Aug 2021
Quantum machine learning of large datasets using randomized measurements Tobias Haug C. Self Myungshik S. Kim 113 52 0 02 Aug 2021
Quantum Neural Networks: Concepts, Applications, and Challenges Yunseok Kwak Won Joon Yun Soyi Jung Joongheon Kim 59 61 0 02 Aug 2021
QuantumNAS: Noise-Adaptive Search for Robust Quantum Circuits Hanrui Wang Yongshan Ding Jiaqi Gu Zirui Li Chengyue Wu David Z. Pan Frederic T. Chong Song Han 119 185 0 22 Jul 2021
Fock State-enhanced Expressivity of Quantum Machine Learning Models Beng Yee Gan Daniel Leykam D. Angelakis 87 28 0 12 Jul 2021
A Leap among Quantum Computing and Quantum Neural Networks: A Survey F. V. Massoli Lucia Vadicamo Giuseppe Amato Fabrizio Falchi 69 34 0 06 Jul 2021
Non-parametric Semi-Supervised Learning in Many-body Hilbert Space with Rescaled Logarithmic Fidelity Wei-Ming Li Shi-Ju Ran 64 2 0 01 Jul 2021
Quantum Data Compression and Quantum Cross Entropy Shangnan Zhou 19 5 0 25 Jun 2021
QFCNN: Quantum Fourier Convolutional Neural Network Feihong Shen Jun Liu 78 6 0 19 Jun 2021
The dilemma of quantum neural networks Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 59 31 0 09 Jun 2021
Noisy intermediate-scale quantum algorithm for semidefinite programming Kishor Bharti Tobias Haug V. Vedral L. Kwek 84 17 0 07 Jun 2021
The Inductive Bias of Quantum Kernels Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 84 122 0 07 Jun 2021
Automatic design of quantum feature maps Sergio Altares-López Ángela Ribeiro J. J. García-Ripoll 33 51 0 26 May 2021
Quantum Embedding Search for Quantum Machine Learning N. Nguyen Kwang-Cheng Chen 28 28 0 25 May 2021
Variational Quantum Classifiers Through the Lens of the Hessian Pinaki Sen Amandeep Singh Bhatia A. Bhatia Ahmed Elbeltagi 54 25 0 21 May 2021
Negational Symmetry of Quantum Neural Networks for Binary Pattern Classification Nanqing Dong Michael C. Kampffmeyer Irina Voiculescu Eric P. Xing 36 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 78 101 0 05 May 2021
Automatically Differentiable Quantum Circuit for Many-qubit State Preparation Peng Zhou Rui Hong Shi-Ju Ran 29 16 0 30 Apr 2021
Optimal training of variational quantum algorithms without barren plateaus Tobias Haug M. S. Kim 119 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 71 146 0 12 Apr 2021
Noise-Resilient Quantum Machine Learning for Stability Assessment of Power Systems Yifan Zhou Peng Zhang 38 40 0 10 Apr 2021
Quantum Optimization for Training Quantum Neural Networks Yidong Liao Min-hsiu Hsieh C. Ferrie 73 16 0 31 Mar 2021
Variational quantum compiling with double Q-learning Zhimin He Lvzhou Li Shenggen Zheng Yongyao Li Haozhen Situ 60 43 0 22 Mar 2021
Variational inference with a quantum computer Marcello Benedetti Brian Coyle Mattia Fiorentini M. Lubasch Matthias Rosenkranz BDL 83 38 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 67 19 0 11 Mar 2021
Entanglement Diagnostics for Efficient Quantum Computation Joonho Kim Yaron Oz 31 12 0 24 Feb 2021
Quantum Cross Entropy and Maximum Likelihood Principle Shangnan Zhou Yixu Wang 25 9 0 23 Feb 2021
Quantum machine learning with adaptive linear optics Ulysse Chabaud D. Markham A. Sohbi 50 22 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 106 53 0 08 Feb 2021
Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus Chen Zhao Xiao-Shan Gao 79 90 0 03 Feb 2021
Ansatz-Independent Variational Quantum Classifier Hideyuki Miyahara V. Roychowdhury 21 8 0 02 Feb 2021
Capacity and quantum geometry of parametrized quantum circuits Tobias Haug Kishor Bharti M. S. Kim 99 103 0 02 Feb 2021
Supervised quantum machine learning models are kernel methods Maria Schuld 158 373 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 195 397 0 21 Jan 2021
Enhancing Generative Models via Quantum Correlations Xun Gao Eric R. Anschuetz Sheng-Tao Wang J. I. Cirac M. Lukin 50 77 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 91 47 0 08 Jan 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 240 432 0 06 Jan 2021
Quantum Circuit Evolution on NISQ Devices L. Franken B. Georgiev Sascha Mucke Moritz Wolter R. Heese Christian Bauckhage Nico Piatkowski 53 13 0 23 Dec 2020
Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis Brian Coyle Mina Doosti E. Kashefi N. Kumar 21 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 166 2,561 0 16 Dec 2020
VSQL: Variational Shadow Quantum Learning for Classification Guangxi Li Zhixin Song Xin Wang 28 45 0 15 Dec 2020
Quantum Circuit Design Search Mohammad Pirhooshyaran T. Terlaky 84 37 0 07 Dec 2020
Natural Evolutionary Strategies for Variational Quantum Computation A. Anand M. Degroote Alán Aspuru-Guzik 77 41 0 30 Nov 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 106 217 0 24 Nov 2020
On barren plateaus and cost function locality in variational quantum algorithms Alexey Uvarov Jacob Biamonte 103 126 0 20 Nov 2020