Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithms

16 June 2025

Papers citing "Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithms"

15 / 15 papers shown

Title
Role of scrambling and noise in temporal information processing with quantum systems Weijie Xiong Zoë Holmes Armando Angrisani Yudai Suzuki Thiparat Chotibut Supanut Thanasilp 52 2 0 15 May 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 114 63 0 20 Feb 2025
A unifying account of warm start guarantees for patches of quantum landscapes Hela Mhiri Ricard Puig S. Lerch Manuel S. Rudolph Thiparat Chotibut Supanut Thanasilp Zoë Holmes 108 6 0 11 Feb 2025
Variational quantum simulation: a case study for understanding warm starts Ricard Puig-i-Valls Marc Drudis Supanut Thanasilp Zoë Holmes 80 22 0 15 Apr 2024
Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing M. Cerezo Martín Larocca Diego García-Martín N. L. Diaz Paolo Braccia ... Pablo Bermejo Aroosa Ijaz Supanut Thanasilp Eric R. Anschuetz Zoë Holmes 75 137 0 14 Dec 2023
Potential and limitations of random Fourier features for dequantizing quantum machine learning R. Sweke Erik Recio Sofiene Jerbi Elies Gil-Fuster Bryce Fuller Jens Eisert Johannes Jakob Meyer 72 15 0 20 Sep 2023
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 57 88 0 23 Aug 2022
Classical surrogates for quantum learning models Franz J. Schreiber Jens Eisert Johannes Jakob Meyer AI4CE 69 54 0 23 Jun 2022
Theory of overparametrization in quantum neural networks Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 83 192 0 23 Sep 2021
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 84 214 0 24 Nov 2020
Absence of Barren Plateaus in Quantum Convolutional Neural Networks Arthur Pesah M. Cerezo Samson Wang T. Volkoff A. Sornborger Patrick J. Coles 72 281 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 93 653 0 03 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 118 761 0 30 Oct 2020
The effect of data encoding on the expressive power of variational quantum machine learning models Maria Schuld R. Sweke Johannes Jakob Meyer 70 520 0 19 Aug 2020
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 95 1,824 0 29 Mar 2018