Optimizing quantum heuristics with meta-learning

Optimizing quantum heuristics with meta-learning

8 August 2019

Rachel Stromswold

Stuart Hadfield

Papers citing "Optimizing quantum heuristics with meta-learning"

17 / 17 papers shown

Title
Training-efficient density quantum machine learning Brian Coyle El Amine Cherrat Nishant Jain Natansh Mathur Snehal Raj Skander Kazdaghli Iordanis Kerenidis 42 5 0 30 May 2024
Learning To Optimize Quantum Neural Network Without Gradients Ankit Kulshrestha Xiaoyuan Liu Hayato Ushijima-Mwesigwa Ilya Safro 22 5 0 15 Apr 2023
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning Di Luo Jiayu Shen Rumen Dangovski Marin Soljacic 29 5 0 02 Nov 2022
Quantum Multi-Agent Meta Reinforcement Learning Won Joon Yun Jihong Park Joongheon Kim 27 34 0 22 Aug 2022
Mitigating barren plateaus of variational quantum eigensolvers Xia Liu Geng-yang Liu Jiaxin Huang Hao-Kai Zhang Xin Wang 37 40 0 26 May 2022
Evolution strategies: Application in hybrid quantum-classical neural networks Lucas Friedrich Jonas Maziero 21 8 0 17 May 2022
Quantum-Aided Meta-Learning for Bayesian Binary Neural Networks via Born Machines I. Nikoloska Osvaldo Simeone AI4CE 11 3 0 31 Mar 2022
Generalization Metrics for Practical Quantum Advantage in Generative Models Kaitlin Gili M. Mauri A. Perdomo-Ortiz 38 7 0 21 Jan 2022
Computing Graph Edit Distance with Algorithms on Quantum Devices Massimiliano Incudini Fabio Tarocco R. Mengoni Alessandra Di Pierro Antonio Mandarino 15 7 0 19 Nov 2021
Stochastic Gradient Line Bayesian Optimization for Efficient Noise-Robust Optimization of Parameterized Quantum Circuits Shiro Tamiya H. Yamasaki 26 24 0 15 Nov 2021
Graph neural network initialisation of quantum approximate optimisation Nishant Jain Brian Coyle E. Kashefi N. Kumar GNN AI4CE 38 48 0 04 Nov 2021
Quantum Architecture Search via Deep Reinforcement Learning En-Jui Kuo Yao-Lung L. Fang Samuel Yen-Chi Chen AI4CE 13 83 0 15 Apr 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
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
Classical symmetries and the Quantum Approximate Optimization Algorithm Ruslan Shaydulin Stuart Hadfield Tad Hogg Ilya Safro 36 61 0 08 Dec 2020
Meta Variational Monte Carlo Tianchen Zhao J. Stokes Oliver Knitter Brian Chen S. Veerapaneni BDL 14 3 0 20 Nov 2020
Accelerating Quantum Approximate Optimization Algorithm using Machine Learning M. Alam Abdullah Ash-Saki Swaroop Ghosh 15 51 0 04 Feb 2020