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06/14/2023
MMD-FUSE: Learning and Combining Kernels for Two-Sample Testing Without Data Splitting
We propose novel statistics which maximise the power of a two-sample tes...
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10/20/2022
Tighter PAC-Bayes Generalisation Bounds by Leveraging Example Difficulty
We introduce a modified version of the excess risk, which can be used to...
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09/12/2022
A Note on the Efficient Evaluation of PAC-Bayes Bounds
When utilising PAC-Bayes theory for risk certification, it is usually ne...
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06/09/2022
On Margins and Generalisation for Voting Classifiers
We study the generalisation properties of majority voting on finite ense...
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02/03/2022
Non-Vacuous Generalisation Bounds for Shallow Neural Networks
We focus on a specific class of shallow neural networks with a single hi...
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07/08/2021
On Margins and Derandomisation in PAC-Bayes
We develop a framework for derandomising PAC-Bayesian generalisation bou...
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06/22/2020