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Estimators based on ranks for arma models:

Ferretti, Nelida E. ; Kelmansky, Diana M. ; Yohai, Victor J.
Communications in Statistics - Theory and Methods.  20 (1991)  12 - p. 3879-3907 , 1991
Link: https://doi.org/10.1080/03610929108830746