Holt-Winters Exponential Smoothing

Decathlon swapped weekly DeepAR retraining for a six-month fine-tune of Chronos-2

The retailer benchmarked several time series foundation models over 101 rolling cutoffs of its own catalogue, and the one it shipped now covers both the 12-week and 52-week horizons that two separate models used to split.