The power and limitations of learning quantum dynamics incoherently

The power and limitations of learning quantum dynamics incoherently

22 March 2023

Manuel S. Rudolph

Matthias C. Caro

Patrick J. Coles

Hsin-Yuan Huang

Zoë Holmes

Papers citing "The power and limitations of learning quantum dynamics incoherently"

12 / 12 papers shown

Title
Exact gradients for linear optics with single photons Giorgio Facelli David D. Roberts Hugo Wallner Alexander Makarovskiy Zoë Holmes William R. Clements 17 4 0 24 Sep 2024
Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits Yuxuan Du Min-hsiu Hsieh Dacheng Tao 21 2 0 22 Aug 2024
Separable Power of Classical and Quantum Learning Protocols Through the Lens of No-Free-Lunch Theorem Xinbiao Wang Yuxuan Du Kecheng Liu Yong Luo Bo Du Dacheng Tao 25 1 0 12 May 2024
Learning shallow quantum circuits Hsin-Yuan Huang Yunchao Liu Michael Broughton Isaac Kim Anurag Anshu Zeph Landau Jarrod R. McClean 17 26 0 18 Jan 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 22 123 0 14 Dec 2023
Quantum Next Generation Reservoir Computing: An Efficient Quantum Algorithm for Forecasting Quantum Dynamics Apimuk Sornsaeng Ninnat Dangniam Thiparat Chotibut 16 7 0 28 Aug 2023
Understanding quantum machine learning also requires rethinking generalization Elies Gil-Fuster Jens Eisert Carlos Bravo-Prieto 17 43 0 23 Jun 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 18 8 0 06 Jun 2023
Learning to predict arbitrary quantum processes Hsin-Yuan Huang Sitan Chen J. Preskill 37 63 0 26 Oct 2022
Subtleties in the trainability of quantum machine learning models Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 17 59 0 27 Oct 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 42 53 0 08 Feb 2021
Information-theoretic bounds on quantum advantage in machine learning Hsin-Yuan Huang R. Kueng J. Preskill 63 211 0 07 Jan 2021