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Explanation of 1 bit for the invertibility #1

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Vitaly-Protasov opened this issue May 30, 2024 · 1 comment
Open

Explanation of 1 bit for the invertibility #1

Vitaly-Protasov opened this issue May 30, 2024 · 1 comment

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@Vitaly-Protasov
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When discussing the saving of additional information for making f invertible, you mentioned only one bit per element. It would be helpful to explain what this additional information entails and how it contributes to making f invertible.
Thanks!

@fsherry
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fsherry commented Jul 23, 2024

For both GELU and SiLU, you can split the x-axis into a left and right part, so that the functions are invertible when restricted to either part. The extra bit tells you whether the input is in the left or right part. For general activation functions you will need to use more than one bit.

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