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We give some classes of power maps with low -differential uniformity over finite fields of odd characteristic, {for }. Moreover, we give a necessary and sufficient condition for a linearized polynomial to be a perfect -nonlinear function and investigate conditions when perturbations of perfect -nonlinear (or not) function via an arbitrary Boolean or -ary function is perfect -nonlinear. In the process, we obtain a class of polynomials that are perfect -nonlinear for all , in every characteristic. The affine, extended affine and CCZ-equivalence is also looked at, as it relates to -differential uniformity.

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