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Alexander Hepburn

2 accepted papers

2024

An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations

IJCAI 2024poster

Human-Computer Interaction has been shown to lead to improvements in machine learning systems by boosting model performance, accelerating learning and building user confidence. In this work, we aim to alleviate the expectation that human annotators adapt to the constraints imposed by traditional lab…

2022

On the relation between statistical learning and perceptual distances

ICLR 2022spotlight

It has been demonstrated many times that the behavior of the human visual system is connected to the statistics of natural images. Since machine learning relies on the statistics of training data as well, the above connection has interesting implications when using perceptual distances (which mimic…

Cited by 22SourcePDFScholar