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the confidence of ece metric

Hi Bolian,

Nice work, first of all! I really enjoyed reading the paper

I found that the calculation of ECE utilizes (1 - entropy) as confidence. However, there is no guarantee that (1 - entropy) is always in (0,1). Typically, people use \max_y p(y|x) as confidence instead.

Could you provide more insight into why (1 - entropy) is used here?

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