Do Quantum Neural Networks have Simplicity Bias?

Do Quantum Neural Networks have Simplicity Bias?

3 July 2024

Jessica Pointing

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Papers citing "Do Quantum Neural Networks have Simplicity Bias?"

10 / 10 papers shown

Title
The Inductive Bias of Quantum Kernels Jonas M. Kubler Simon Buchholz Bernhard Schölkopf 54 122 0 07 Jun 2021
Supervised quantum machine learning models are kernel methods Maria Schuld 146 372 0 26 Jan 2021
Power of data in quantum machine learning Hsin-Yuan Huang Michael Broughton Masoud Mohseni Ryan Babbush Sergio Boixo Hartmut Neven Jarrod R. McClean 93 653 0 03 Nov 2020
The power of quantum neural networks Amira Abbas David Sutter Christa Zoufal Aurelien Lucchi Alessio Figalli Stefan Woerner 118 761 0 30 Oct 2020
The Pitfalls of Simplicity Bias in Neural Networks Harshay Shah Kaustav Tamuly Aditi Raghunathan Prateek Jain Praneeth Netrapalli AAML 69 361 0 13 Jun 2020
TensorFlow Quantum: A Software Framework for Quantum Machine Learning Michael Broughton Guillaume Verdon Trevor McCourt Antonio J. Martinez Jae Hyeon Yoo ... Sergio Boixo Dave Bacon Alan K. Ho Hartmut Neven Masoud Mohseni VLM AI4CE 54 208 0 06 Mar 2020
Deep learning generalizes because the parameter-function map is biased towards simple functions Guillermo Valle Pérez Chico Q. Camargo A. Louis MLT AI4CE 91 231 0 22 May 2018
Supervised learning with quantum enhanced feature spaces Vojtěch Havlíček A. Córcoles K. Temme A. Harrow A. Kandala J. Chow J. Gambetta 84 1,833 0 30 Apr 2018
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 95 1,824 0 29 Mar 2018
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014