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To convert the machine code into an algebraic form (that is, as a function of x), we decompile the machine code into the SNP matrix Rc by first approximating the RNN state as a function of the powers and the time derivatives of the inputs x (equations (8)–(10)), and then by taking the Taylor series expansion of h. Hence, the (i, j) term of Rc corresponds to the Taylor series coefficient of neuron i and term j.

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