Logistic functions serve as a robust replacement for Hill functions in GRN modeling by eliminating analytical pathologies for non-integer coefficients while preserving threshold sensitivity and enabling explicit well-posedness proofs.
Corrected hill function in stochastic gene regulatory networks
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