Barren plateaus in quantum neural network training landscapes

29 March 2018

Jarrod R. McClean

Sergio Boixo

V. Smelyanskiy

Ryan Babbush

Hartmut Neven

ArXiv (abs)PDF HTML

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

38 / 388 papers shown

Title
Non-trivial symmetries in quantum landscapes and their resilience to quantum noise Enrico Fontana M. Cerezo A. Arrasmith I. Rungger Patrick J. Coles 87 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 87 283 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 125 662 0 03 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 146 768 0 30 Oct 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 87 282 0 29 Oct 2020
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 142 142 0 20 Oct 2020
Reinforcement Learning for Many-Body Ground-State Preparation Inspired by Counterdiabatic Driving Jiahao Yao Lin Lin Marin Bukov BDL AI4CE 120 62 0 07 Oct 2020
Variational Preparation of the Sachdev-Ye-Kitaev Thermofield Double V. P. Su 17 8 0 09 Sep 2020
Quantum Language Model with Entanglement Embedding for Question Answering Yiwei Chen Yu Pan D. Dong 112 32 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 102 524 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 51 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 327 671 0 28 Jul 2020
Reformulation of the No-Free-Lunch Theorem for Entangled Data Sets Kunal Sharma M. Cerezo Zoë Holmes L. Cincio A. Sornborger Patrick J. Coles 103 49 0 09 Jul 2020
Layerwise learning for quantum neural networks Andrea Skolik Jarrod R. McClean Masoud Mohseni Patrick van der Smagt Martin Leib 71 288 0 26 Jun 2020
Variational Quantum Singular Value Decomposition Xin Wang Zhixin Song Youle Wang DRL 111 67 0 03 Jun 2020
The prospects of quantum computing in computational molecular biology C. Outeiral M. Strahm Jiye Shi Garrett M. Morris S. Benjamin Charlotte M. Deane 85 184 0 26 May 2020
Trainability of Dissipative Perceptron-Based Quantum Neural Networks Kunal Sharma M. Cerezo L. Cincio Patrick J. Coles GNN 82 149 0 26 May 2020
Variational Quantum Eigensolver for Frustrated Quantum Systems Alexey Uvarov Jacob Biamonte D. Yudin 67 54 0 01 May 2020
Robust data encodings for quantum classifiers Ryan Larose Brian Coyle 85 243 0 03 Mar 2020
Computer-inspired Quantum Experiments Mario Krenn Manuel Erhard A. Zeilinger 72 75 0 23 Feb 2020
Policy Gradient based Quantum Approximate Optimization Algorithm Jiahao Yao Marin Bukov Lin Lin 80 64 0 04 Feb 2020
Preparation of ordered states in ultra-cold gases using Bayesian optimization R. Mukherjee F. Sauvage Harry Xie R. Loew Florian Mintert 20 22 0 10 Jan 2020
Cost Function Dependent Barren Plateaus in Shallow Parametrized Quantum Circuits M. Cerezo A. Sone T. Volkoff L. Cincio Patrick J. Coles 90 124 0 02 Jan 2020
A Domain-agnostic, Noise-resistant, Hardware-efficient Evolutionary Variational Quantum Eigensolver Arthur G. Rattew Shaohan Hu Marco Pistoia Richard Chen Stephen P Wood 69 102 0 21 Oct 2019
Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm Guillaume Verdon Jacob A. Marks Sasha Nanda Stefan Leichenauer Jack Hidary DRL 80 99 0 04 Oct 2019
Quantum Graph Neural Networks Guillaume Verdon Trevor McCourt Enxhell Luzhnica Vikas Singh Stefan Leichenauer Jack Hidary GNN 87 107 0 26 Sep 2019
Information Scrambling in Quantum Neural Networks Huitao Shen Pengfei Zhang Yi-Zhuang You H. Zhai GNN 64 47 0 26 Sep 2019
Quantum Natural Gradient J. Stokes J. Izaac N. Killoran Giuseppe Carleo 66 414 0 04 Sep 2019
Optimizing quantum heuristics with meta-learning M. Wilson Rachel Stromswold Filip Wudarski Stuart Hadfield N. Tubman E. Rieffel 68 75 0 08 Aug 2019
Reachability Deficits in Quantum Approximate Optimization V. Akshay H. Philathong Mauro E. S. Morales J. Biamonte 62 132 0 26 Jun 2019
Parameterized quantum circuits as machine learning models Marcello Benedetti Erika Lloyd Stefan H. Sack Mattia Fiorentini 146 904 0 18 Jun 2019
Generative training of quantum Boltzmann machines with hidden units N. Wiebe Leonard Wossnig 57 35 0 23 May 2019
The Born Supremacy: Quantum Advantage and Training of an Ising Born Machine Brian Coyle Daniel Mills V. Danos E. Kashefi 106 158 0 03 Apr 2019
Efficient Learning for Deep Quantum Neural Networks Kerstin Beer Dmytro Bondarenko Terry Farrelly T. Osborne Robert Salzmann Ramona Wolf 76 568 0 27 Feb 2019
Adversarial quantum circuit learning for pure state approximation Marcello Benedetti Edward Grant Leonard Wossnig Simone Severini 108 76 0 01 Jun 2018
Quantum classification of the MNIST dataset with Slow Feature Analysis Iordanis Kerenidis Alessandro Luongo 56 33 0 22 May 2018
Universal discriminative quantum neural networks Hongxiang Chen Leonard Wossnig Simone Severini Hartmut Neven Masoud Mohseni 69 81 0 22 May 2018
Towards Quantum Machine Learning with Tensor Networks W. Huggins P. Patil K. B. Whaley E. Stoudenmire 130 347 0 30 Mar 2018