Dynamic Multi-Step Decoding for Time-Series Foundation Models.

arXiv:2610.34409v1 Announce Type: cross Abstract: Time-series forecasting models typically use a fixed decoding strategy at inference time: either one-shot prediction of the full horizon or autoregressive rollout over atomic chunks. While one-shot decoding red