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autoliuweijie avatar autoliuweijie commented on September 13, 2024

本文中的uncertainty定义为标准化后的熵。

在信息论中,熵用于描述一个随机变量的不确定度。

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LLLLLLoki avatar LLLLLLoki commented on September 13, 2024

谢谢哈

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hurricanedjp avatar hurricanedjp commented on September 13, 2024

distillation是使用了各层与最后一层之间的相对熵的和作为loss,inference时各层的uncertainty定义为标椎化后的熵,请问下这之间有什么公式推导关系么?总感觉有些联系。
并且如果使用熵做不确定度的话,为何要标准化除以log(1/N),这是基于怎样的考虑呢?

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