Representation Learning via Quantum Neural Tangent Kernels

Representation Learning via Quantum Neural Tangent Kernels

8 November 2021

Jennifer R. Glick

Antonio Mezzacapo

Papers citing "Representation Learning via Quantum Neural Tangent Kernels"

12 / 12 papers shown

Title
Energy-dependent barren plateau in bosonic variational quantum circuits Bingzhi Zhang Quntao Zhuang 37 5 0 02 May 2023
Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels Xuchen You Shouvanik Chakrabarti Boyang Chen Xiaodi Wu 34 10 0 26 Mar 2023
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 33 6 0 22 Dec 2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 39 85 0 18 Oct 2022
Shot-frugal and Robust quantum kernel classifiers Abhay Shastry Abhijith Jayakumar Apoorva D. Patel Chiranjib Bhattacharyya 24 1 0 13 Oct 2022
Stochastic noise can be helpful for variational quantum algorithms Junyu Liu Frederik Wilde A. A. Mele Liang Jiang Jens Eisert Jens Eisert 24 34 0 13 Oct 2022
Estimating the randomness of quantum circuit ensembles up to 50 qubits Minzhao Liu Junyu Liu Yuri Alexeev Liang Jiang 29 8 0 19 May 2022
Analytic theory for the dynamics of wide quantum neural networks Junyu Liu K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 27 52 0 30 Mar 2022
An Empirical Review of Optimization Techniques for Quantum Variational Circuits Owen Lockwood 26 16 0 03 Feb 2022
Quantum Capsule Networks Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 46 18 0 05 Jan 2022
Efficient Quantum Feature Extraction for CNN-based Learning Tong Dou Guofeng Zhang W. Cui 31 13 0 04 Jan 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 10 354 0 09 Nov 2021