No they are inherently non-differentiable functions as they require binning (and uses an indicator function). Take a look at this paper 40 which looks at a continuous approximation of mutual information, which is a function of entropy. You can approximate the indicator function (required for binning) with a triangular kernel function, but you will need to derive your own backward function.