A model-agnostic framework using semantic flow can explain forecasting predictions by attributing each forecast horizon to temporally relevant historical lags

We propose a model-agnostic explainability framework that explains forecasting predictions by attributing each forecast horizon to temporally relevant historical lags

http://arxiv.org/abs/2608.25080v1