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icandle avatar icandle commented on June 24, 2024

因为CAMixer涉及到对不同窗口用卷积或是注意力的划分,而在训练中直接使用softmax或是直接取前k个是不可行的,前者无法表现离散的选择,后者(argmax)存在不可导的问题,因此使用gumblel_softmax来计算一个0-1掩码用于训练,而在推理中我们使用argmax选取前k个窗口计算注意力。更细节的实现你可以参考原论文:Categorical Reparameterization with Gumbel-Softmax

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wyhhhhhhhh avatar wyhhhhhhhh commented on June 24, 2024

谢谢!

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