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09/20/2023
It's Simplex! Disaggregating Measures to Improve Certified Robustness
Certified robustness circumvents the fragility of defences against adver...
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08/15/2023
Enhancing the Antidote: Improved Pointwise Certifications against Poisoning Attacks
Poisoning attacks can disproportionately influence model behaviour by ma...
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03/23/2023
Failure-tolerant Distributed Learning for Anomaly Detection in Wireless Networks
The analysis of distributed techniques is often focused upon their effic...
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02/09/2023
Exploiting Certified Defences to Attack Randomised Smoothing
In guaranteeing that no adversarial examples exist within a bounded regi...
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10/12/2022
Double Bubble, Toil and Trouble: Enhancing Certified Robustness through Transitivity
In response to subtle adversarial examples flipping classifications of n...
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01/28/2022