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24th Australian Institute of Physics Congress

11–16 Dec 2022
Australia/Adelaide timezone
Co-locating with the 7th International Workshop of Specialty Optical Fibres and Their Applications (WSOF), the Australian and New Zealand Conference on Optics and Photonics (ANZCOP), and the Conference on Optoelectronlc and Microelectronic Materials and Devices (COMMAD)

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Quantum Enhanced Robustness in Adversarial Machine Learning

13 Dec 2022, 14:30
15m
Room R6 (Adelaide Convention Centre)

Room R6

Adelaide Convention Centre
Talk (preferred) AIP: Quantum Science and Technology AIP: Quantum Science and Technology

Speaker

Mr Maxwell West (The University of Melbourne)

Description

Machine learning models are susceptible to adversarial examples - inputs to the model which have been manipulated in order to confuse it. We study the vulnerability and resiliency of quantum classifiers to such inputs.

Author

Mr Maxwell West (The University of Melbourne)

Co-authors

Mr Shu Lok Tsang (The University of Melbourne) Mr Jia Shun Low (The University of Melbourne) Dr Charles Hill (The University of Melbourne) Prof. Martin Sevior (The University of Melbourne) Prof. Christopher Leckie (The University of Melbourne) Prof. Lloyd Hollenberg (The University of Melbourne) Dr Sarah Erfani (The University of Melbourne) Dr Muhammad Usman (The University of Melbourne)

Presentation materials

1430 Tue RB6 West.pdf
Abstract_Template_AIPC2022.pdf
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