Analytic theory for the dynamics of wide quantum neural networks

30 March 2022

Papers citing "Analytic theory for the dynamics of wide quantum neural networks"

26 / 26 papers shown

Title
QuXAI: Explainers for Hybrid Quantum Machine Learning Models Saikat Barua Mostafizur Rahman Shehenaz Khaled Md Jafor Sadek Rafiul Islam Shahnewaz Siddique 12 0 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 48 60 0 20 Feb 2025
Quantum-data-driven dynamical transition in quantum learning Bingzhi Zhang Junyu Liu Liang Jiang Quntao Zhuang 29 1 0 02 Oct 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
How scanning probe microscopy can be supported by Artificial Intelligence and quantum computing A. Pręgowska Agata Roszkiewicz Magdalena Osial M. Giersig 23 4 0 20 Mar 2024
Expressibility-induced Concentration of Quantum Neural Tangent Kernels Li-Wei Yu Weikang Li Qi Ye Zhide Lu Zizhao Han Dong-Ling Deng 18 7 0 08 Nov 2023
Symbolically integrating tensor networks over various random tensors by the second version of Python RTNI Motohisa Fukuda 17 1 0 03 Sep 2023
Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels Xuchen You Shouvanik Chakrabarti Boyang Chen Xiaodi Wu 32 10 0 26 Mar 2023
Effects of noise on the overparametrization of quantum neural networks Diego García-Martín Martín Larocca M. Cerezo 25 17 0 10 Feb 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 36 22 0 29 Dec 2022
The Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning Massimiliano Incudini Michele Grossi Antonio Mandarino S. Vallecorsa Alessandra Di Pierro David Windridge 17 6 0 22 Dec 2022
SnCQA: A hardware-efficient equivariant quantum convolutional circuit architecture Han Zheng Christopher Kang Gokul Subramanian Ravi Hanrui Wang Kanav Setia Frederic T. Chong Junyu Liu 19 11 0 23 Nov 2022
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning Di Luo Jiayu Shen Rumen Dangovski Marin Soljacic 19 5 0 02 Nov 2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 27 83 0 18 Oct 2022
Stochastic noise can be helpful for variational quantum algorithms Junyu Liu Frederik Wilde A. A. Mele Liang Jiang Jens Eisert Jens Eisert 14 34 0 13 Oct 2022
Symmetric Pruning in Quantum Neural Networks Xinbiao Wang Junyu Liu Tongliang Liu Yong Luo Yuxuan Du Dacheng Tao 26 24 0 30 Aug 2022
Laziness, Barren Plateau, and Noise in Machine Learning Junyu Liu Zexi Lin Liang Jiang 19 21 0 19 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 24 80 0 07 Jun 2022
A Convergence Theory for Over-parameterized Variational Quantum Eigensolvers Xuchen You Shouvanik Chakrabarti Xiaodi Wu 50 34 0 25 May 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubits Minzhao Liu Junyu Liu Yuri Alexeev Liang Jiang 16 8 0 19 May 2022
Power of Quantum Generative Learning Yuxuan Du Zhuozhuo Tu Bujiao Wu Xiao Yuan Dacheng Tao AI4CE 23 8 0 10 May 2022
Quantum neural networks force fields generation Oriel Kiss F. Tacchino S. Vallecorsa I. Tavernelli AI4CE 19 19 0 09 Mar 2022
Quantum Lazy Training E. Abedi Salman Beigi Leila Taghavi 11 6 0 16 Feb 2022
Information-theoretic bounds on quantum advantage in machine learning Hsin-Yuan Huang R. Kueng J. Preskill 63 213 0 07 Jan 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 118 420 0 06 Jan 2021
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 119 652 0 28 Jul 2020