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Assessing the Reliability of Deep Learning Classifiers Through Robustness Evaluation and Operational Profiles

Jun 02, 2021
Xingyu Zhao, Wei Huang, Alec Banks, Victoria Cox, David Flynn, Sven Schewe, Xiaowei Huang

* Accepted by the AISafety'21 Workshop at IJCAI-21. To appear in a volume of CEUR Workshop Proceedings 

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Formal Verification of Robustness and Resilience of Learning-Enabled State Estimation Systems for Robotics

Oct 16, 2020
Wei Huang, Yifan Zhou, Youcheng Sun, Alec Banks, Jie Meng, James Sharp, Simon Maskell, Xiaowei Huang

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A Safety Framework for Critical Systems Utilising Deep Neural Networks

Mar 07, 2020
Xingyu Zhao, Alec Banks, James Sharp, Valentin Robu, David Flynn, Michael Fisher, Xiaowei Huang

* Submitted and under review 

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