MG-Net: Learn to Customize QAOA with Circuit Depth Awareness

MG-Net: Learn to Customize QAOA with Circuit Depth Awareness

27 September 2024

Xinbiao Wang

Dacheng Tao

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Papers citing "MG-Net: Learn to Customize QAOA with Circuit Depth Awareness"

9 / 9 papers shown

Title
Multimodal deep representation learning for quantum cross-platform verification Yan Qian Yuxuan Du Zhenliang He Min-hsiu Hsieh Dacheng Tao 69 9 0 07 Nov 2023
Exponentially Many Local Minima in Quantum Neural Networks Xuchen You Xiaodi Wu 128 54 0 06 Oct 2021
Theory of overparametrization in quantum neural networks Martín Larocca Nathan Ju Diego García-Martín Patrick J. Coles M. Cerezo 101 192 0 23 Sep 2021
The dilemma of quantum neural networks Yan Qian Xinbiao Wang Yuxuan Du Xingyao Wu Dacheng Tao 52 31 0 09 Jun 2021
Quantum Architecture Search via Deep Reinforcement Learning En-Jui Kuo Yao-Lung L. Fang Samuel Yen-Chi Chen AI4CE 80 89 0 15 Apr 2021
Reinforcement learning for optimization of variational quantum circuit architectures M. Ostaszewski Lea M. Trenkwalder Wojciech Masarczyk Eleanor Scerri Vedran Dunjko 83 144 0 30 Mar 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 132 2,546 0 16 Dec 2020
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 122 140 0 20 Oct 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 583 42,677 0 03 Dec 2019