Before revision:  The proposed approach is based on Information Theory  and relies on the quantification of information loss due to parameter perturbations between time-series distributions , hence referred to as "pathwise".
After revision:  The proposed approach is based on Information Theory methods and relies on the quantification of information loss due to parameter perturbations between time-series distributions , hence referred to as "pathwise".