Towards understanding the power of quantum kernels in the NISQ era

Towards understanding the power of quantum kernels in the NISQ era

31 March 2021

Papers citing "Towards understanding the power of quantum kernels in the NISQ era"

16 / 16 papers shown

Title
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles Junghoon Justin Park Jiook Cha Samuel Yen-Chi Chen H. Tseng Shinjae Yoo 29 0 0 13 May 2025
Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey Bikram Khanal Pablo Rivas Arun Sanjel Korn Sooksatra Ernesto Quevedo Alejandro Rodriguez 28 2 0 11 Sep 2024
sQUlearn -- A Python Library for Quantum Machine Learning D. Kreplin Moritz Willmann Jan Schnabel Frederic Rapp Manuel Hagelüken M. Roth GP 30 9 0 15 Nov 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 40 8 0 06 Jun 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 41 22 0 29 Dec 2022
Shot-frugal and Robust quantum kernel classifiers Abhay Shastry Abhijith Jayakumar Apoorva D. Patel Chiranjib Bhattacharyya 19 1 0 13 Oct 2022
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 21 76 0 23 Aug 2022
Efficient and practical quantum compiler towards multi-qubit systems with deep reinforcement learning Qiuhao Chen Yuxuan Du Qi Zhao Yuliang Jiao Xiliang Lu Xingyao Wu 21 12 0 14 Apr 2022
Quantum kernels for real-world predictions based on electronic health records Z. Krunic Frederik F. Flöther G. Seegan Nathan Earnest-Noble Omar Shehab 8 36 0 12 Dec 2021
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 8 354 0 09 Nov 2021
Recent advances for quantum classifiers Weikang Li D. Deng AAML 36 84 0 30 Aug 2021
Accelerating variational quantum algorithms with multiple quantum processors Yuxuan Du Yan Qian Dacheng Tao 9 8 0 24 Jun 2021
The Inductive Bias of Quantum Kernels Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 19 119 0 07 Jun 2021
Training Quantum Embedding Kernels on Near-Term Quantum Computers T. Hubregtsen David Wierichs Elies Gil-Fuster Peter-Jan H. S. Derks Paul K. Faehrmann Johannes Jakob Meyer 25 93 0 05 May 2021
Quantum Generative Models for Small Molecule Drug Discovery Junde Li R. Topaloglu Swaroop Ghosh GAN 53 56 0 09 Jan 2021
Quantum circuit architecture search for variational quantum algorithms Yuxuan Du Tao Huang Shan You Min-hsiu Hsieh Dacheng Tao 44 133 0 20 Oct 2020