Rethink the Role of Deep Learning towards Large-scale Quantum Systems

20 May 2025

Papers citing "Rethink the Role of Deep Learning towards Large-scale Quantum Systems"

22 / 22 papers shown

Title
Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits Yuxuan Du Min-hsiu Hsieh Dacheng Tao 63 3 0 22 Aug 2024
Multimodal deep representation learning for quantum cross-platform verification Yan Qian Yuxuan Du Zhenliang He Min-hsiu Hsieh Dacheng Tao 53 9 0 07 Nov 2023
Learning quantum properties from short-range correlations using multi-task networks Yadong Wu Yan Zhu Yuexuan Wang G. Chiribella 46 4 0 18 Oct 2023
ShadowNet for Data-Centric Quantum System Learning Yuxuan Du Yibo Yang Tongliang Liu Zhouchen Lin Guohao Li Dacheng Tao 61 7 0 22 Aug 2023
Improved machine learning algorithm for predicting ground state properties Laura Lewis Hsin-Yuan Huang Viet-Trung Tran Sebastian Lehner R. Kueng J. Preskill AI4CE 65 46 0 30 Jan 2023
Predicting Properties of Quantum Systems with Conditional Generative Models Haoxiang Wang Maurice Weber J. Izaac Cedric Yen-Yu Lin AI4CE 70 9 0 30 Nov 2022
Quantum Similarity Testing with Convolutional Neural Networks Yadong Wu Yan Zhu Ge Bai Yuexuan Wang G. Chiribella 69 13 0 03 Nov 2022
QuEst: Graph Transformer for Quantum Circuit Reliability Estimation Hanrui Wang Pengyu Liu Jinglei Cheng Zhiding Liang Jiaqi Gu ... Yiyu Shi Xuehai Qian David Z. Pan Frederic T. Chong Song Han 65 32 0 30 Oct 2022
Fast Finite Width Neural Tangent Kernel Roman Novak Jascha Narain Sohl-Dickstein S. Schoenholz AAML 49 54 0 17 Jun 2022
Recent Advances for Quantum Neural Networks in Generative Learning Jinkai Tian Xiaoyun Sun Yuxuan Du Shanshan Zhao Qing Liu ... Xingyao Wu Min-hsiu Hsieh Tongliang Liu Wen-Bin Yang Dacheng Tao AI4CE 66 84 0 07 Jun 2022
Deep learning of quantum entanglement from incomplete measurements Dominik Koutný L. Ginés M. Moczała-Dusanowska Sven Höfling Christian Schneider Ana Predojevic M. Ježek 48 28 0 03 May 2022
Flexible learning of quantum states with generative query neural networks Yan Zhu Yadong Wu Ge Bai Dongsheng Wang Yuexuan Wang G. Chiribella 60 36 0 14 Feb 2022
Provably efficient machine learning for quantum many-body problems Hsin-Yuan Huang R. Kueng Giacomo Torlai Victor V. Albert J. Preskill AI4CE 100 233 0 23 Jun 2021
Quantum State Tomography with Conditional Generative Adversarial Networks Shahnawaz Ahmed C. Muñoz Franco Nori A. F. Kockum GAN 3DPC 76 126 0 07 Aug 2020
Attention-based Quantum Tomography Peter Cha P. Ginsparg Felix Wu Juan Carrasquilla Peter L. McMahon Eun-Ah Kim 51 75 0 22 Jun 2020
Predicting Many Properties of a Quantum System from Very Few Measurements Hsin-Yuan Huang R. Kueng J. Preskill 38 1,097 0 18 Feb 2020
Neural Tangents: Fast and Easy Infinite Neural Networks in Python Roman Novak Lechao Xiao Jiri Hron Jaehoon Lee Alexander A. Alemi Jascha Narain Sohl-Dickstein S. Schoenholz 64 228 0 05 Dec 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 527 5,769 0 25 Jul 2019
A neural network oracle for quantum nonlocality problems in networks Tamás Kriváchy Yu Cai D. Cavalcanti Arash Tavakoli N. Gisin N. Brunner 22 64 0 24 Jul 2019
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 238 3,191 0 20 Jun 2018
Transforming Bell's Inequalities into State Classifiers with Machine Learning Yue-Chi Ma M. Yung 44 76 0 02 May 2017
qHiPSTER: The Quantum High Performance Software Testing Environment M. Smelyanskiy Nicolas P. D. Sawaya Alán Aspuru-Guzik 25 167 0 26 Jan 2016