Is there any root finding algorithm that is differentiable?

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I need to integrate a root finding algorithm in a neural network. For that, and in order to be able to perform backpropgation I need the algortihm to be differentiable. Is there any method/ algorithm to get a root finding that is compatible with a neural network, i.e is differentiable?