Learning shallow quantum circuits

18 January 2024

Michael Broughton

Jarrod R. McClean

Papers citing "Learning shallow quantum circuits"

21 / 21 papers shown

Title
The Hardness of Learning Quantum Circuits and its Cryptographic Applications Bill Fefferman Soumik Ghosh Makrand Sinha Henry Yuen 42 0 0 21 Apr 2025
A survey on the complexity of learning quantum states Anurag Anshu Srinivasan Arunachalam 44 67 0 31 May 2023
Challenges and Opportunities in Quantum Machine Learning M. Cerezo Guillaume Verdon Hsin-Yuan Huang L. Cincio Patrick J. Coles VLM 44 428 0 16 Mar 2023
Learning to predict arbitrary quantum processes Hsin-Yuan Huang Sitan Chen J. Preskill 62 65 0 26 Oct 2022
Learning many-body Hamiltonians with Heisenberg-limited scaling Hsin-Yuan Huang Yu Tong Di Fang Yuan Su 59 59 0 06 Oct 2022
Low-Stabilizer-Complexity Quantum States Are Not Pseudorandom Sabee Grewal Vishnu Iyer William Kretschmer Daniel Liang 48 17 0 29 Sep 2022
Scalably learning quantum many-body Hamiltonians from dynamical data Frederik Wilde A. Kshetrimayum I. Roth D. Hangleiter R. Sweke Jens Eisert AI4CE 28 28 0 28 Sep 2022
Practical Black Box Hamiltonian Learning Andi Gu L. Cincio Patrick J. Coles 28 24 0 30 Jun 2022
Dynamical simulation via quantum machine learning with provable generalization Joe Gibbs Zoë Holmes Matthias C. Caro Nic Ezzell Hsin-Yuan Huang L. Cincio A. Sornborger Patrick J. Coles AI4CE 44 43 0 21 Apr 2022
Out-of-distribution generalization for learning quantum dynamics Matthias C. Caro Hsin-Yuan Huang Nic Ezzell Joe Gibbs A. Sornborger L. Cincio Patrick J. Coles Zoë Holmes OODD OOD 53 84 0 21 Apr 2022
Generalization in quantum machine learning from few training data Matthias C. Caro Hsin-Yuan Huang M. Cerezo Kunal Sharma A. Sornborger L. Cincio Patrick J. Coles 65 370 0 09 Nov 2021
Enhancing Generative Models via Quantum Correlations Xun Gao Eric R. Anschuetz Sheng-Tao Wang J. I. Cirac M. Lukin 30 75 0 20 Jan 2021
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 96 752 0 30 Oct 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 225 663 0 28 Jul 2020
Layerwise learning for quantum neural networks Andrea Skolik Jarrod R. McClean Masoud Mohseni Patrick van der Smagt Martin Leib 56 284 0 26 Jun 2020
Recurrent Quantum Neural Networks Johannes Bausch 41 154 0 25 Jun 2020
Trainability of Dissipative Perceptron-Based Quantum Neural Networks Kunal Sharma M. Cerezo L. Cincio Patrick J. Coles GNN 52 147 0 26 May 2020
Sample-efficient learning of quantum many-body systems Anurag Anshu Srinivasan Arunachalam Tomotaka Kuwahara Mehdi Soleimanifar 49 119 0 15 Apr 2020
Predicting Many Properties of a Quantum System from Very Few Measurements Hsin-Yuan Huang R. Kueng J. Preskill 41 1,097 0 18 Feb 2020
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 64 1,812 0 29 Mar 2018
Robust Online Hamiltonian Learning C. Granade C. Ferrie N. Wiebe D. Cory 65 185 0 06 Jul 2012