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You can use sin as activation function, but that would require careful initialization to avoid gradient explosion as you would ended up with a lot of points where gradient is simply zero. You can refer to Implicit Neural Representations with Periodic Activation Functions for more details.



It works perfectly if you don’t have any parameters.




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