Time-series forecasting through the lens of dynamics

arXiv:2507.15774v2 Announce Type: replace-cross Abstract: While deep learning is facing an homogenization across modalities led by Transformers, they are still challenged by shallow linear models in the time-series forecasting task. Our hypothesis is that models should learn a direct link from past...