基本信息
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Career Trajectory
Bio
I actively research topics in machine learning, particularly security and privacy implications of AI, such as adversarial learning, differential privacy and record linkage.
I have been part of teams that have: analysed privacy at the Australian Bureau of Statistics, National Australia Bank, and Transport for NSW; robustness of translation systems to data poisoning attacks with Facebook (Meta); helped identify and plug side-channel attacks against the Firefox browser; deanonymised Victorian Myki transport data and an unprecedented Australian Medicare data release, prompting introduction of the Re-identification Offence Bill 2016; developed scalable Bayesian approaches to record linkage tested by U.S. Census; and shipped production systems for record linkage in Bing and the Xbox360. Since joining Melbourne in 2013, I have been awarded $9.42m in competitive funding ($6.2m as lead) to my institution. Starting 2021, I am co-leading CATCH MURI which convenes a team of 16 experts across 6 US/AUS universities for fundamental discovery in robust human-AI teams for cybersecurity.
I have been part of teams that have: analysed privacy at the Australian Bureau of Statistics, National Australia Bank, and Transport for NSW; robustness of translation systems to data poisoning attacks with Facebook (Meta); helped identify and plug side-channel attacks against the Firefox browser; deanonymised Victorian Myki transport data and an unprecedented Australian Medicare data release, prompting introduction of the Re-identification Offence Bill 2016; developed scalable Bayesian approaches to record linkage tested by U.S. Census; and shipped production systems for record linkage in Bing and the Xbox360. Since joining Melbourne in 2013, I have been awarded $9.42m in competitive funding ($6.2m as lead) to my institution. Starting 2021, I am co-leading CATCH MURI which convenes a team of 16 experts across 6 US/AUS universities for fundamental discovery in robust human-AI teams for cybersecurity.
Research Interests
Papers共 170 篇Author StatisticsCo-AuthorSimilar Experts
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CoRR (2024)
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Miguel Ortiz del Castillo, Jonathan Morgan, Jack McRobbie, Clint Therakam, Zaher Joukhadar,Robert Mearns, Simon Barraclough, Richard Sinnott, Andrew Woods,Chris Bayliss, Kris Ehinger,Ben Rubinstein,
CoRR (2024)
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CoRR (2024)
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CoRR (2024)
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