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Responsiveness Verification: Will Predictions Change? How Much? How Often?

Cheon, Harry et al.
arXiv (All) · Papers
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Machine learning models are often used in applications where their inputs change due to routine interactions, strategic manipulation, or noise. In such settings, models can undermine safety as these changes can lead them to predict over regions of the input space they have not seen. We propose to ad
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