Shap explanation for recursive multi-step forecasting

[ncooder]

Shapley explanation works for the whole prediction set, however sometimes one needs to explain every step in the forecasting. This is a complex issue due to using different approaches - direct or recursive models. Is there a way to do it step-by-step for the whole horizon?