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This paper addresses blind source separation in convolutive post nonlinear (CPNL) mixtures. In these mixtures, the sources are mixed convolutively, and then measured by nonlinear (eg saturated) sensors. The algorithm is based on minimizing the mutual information by using multivariate score functions.