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Towards Certifiable Adversarial Sample Detection


Feb 20, 2020
Ilia Shumailov, Yiren Zhao, Robert Mullins, Ross Anderson

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CAQL: Continuous Action Q-Learning


Oct 09, 2019
Moonkyung Ryu, Yinlam Chow, Ross Anderson, Christian Tjandraatmadja, Craig Boutilier

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Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information


Sep 06, 2019
Yiren Zhao, Ilia Shumailov, Han Cui, Xitong Gao, Robert Mullins, Ross Anderson

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Hearing your touch: A new acoustic side channel on smartphones


Mar 26, 2019
Ilia Shumailov, Laurent Simon, Jeff Yan, Ross Anderson

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* Paper built on the MPhil thesis of Ilia Shumailov. 2017 

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Sitatapatra: Blocking the Transfer of Adversarial Samples


Jan 23, 2019
Ilia Shumailov, Xitong Gao, Yiren Zhao, Robert Mullins, Ross Anderson, Cheng-Zhong Xu

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Strong mixed-integer programming formulations for trained neural networks


Nov 20, 2018
Ross Anderson, Joey Huchette, Christian Tjandraatmadja, Juan Pablo Vielma

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* Extended abstract of arXiv:1811.01988 [math.OC] 

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The Taboo Trap: Behavioural Detection of Adversarial Samples


Nov 18, 2018
Ilia Shumailov, Yiren Zhao, Robert Mullins, Ross Anderson

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To compress or not to compress: Understanding the Interactions between Adversarial Attacks and Neural Network Compression


Sep 29, 2018
Yiren Zhao, Ilia Shumailov, Robert Mullins, Ross Anderson

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* Submitted to SysML 2019 

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