298 citations
- Australian National UniversityAU10 papers
- UNSW SydneyAU10 papers
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- Centre National de la Recherche ScientifiqueFR4 papers
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- École PolytechniqueFR3 papers
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Showing cs.LGShow all
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cs.LG2023★ 1 cited
Adversarial Robustness on Image Classification with -means
Rollin Omari, Junae Kim, Paul Montague
In this paper we explore the challenges and strategies for enhancing the robustness of -means clustering algorithms against adversarial manipulations. We evaluate the vulnerabil…
cs.LG2023★ 2 cited
Enhancing the Antidote: Improved Pointwise Certifications against Poisoning Attacks
Shijie Liu, Andrew C. Cullen, Paul Montague +2
Poisoning attacks can disproportionately influence model behaviour by making small changes to the training corpus. While defences against specific poisoning attacks do exist, they…
cs.LG2022★ 15 cited
Response Component Analysis for Sea State Estimation Using Artificial Neural Networks and Vessel Response Spectral Data
Nathan K. Long, Daniel Sgarioto, Matthew Garratt +1
The use of the `ship as a wave buoy analogy' (SAWB) provides a novel means to estimate sea states, where relationships are established between causal wave properties and vessel mot…