Luke Darlow

How Good Can Linear Models Be for Time-Series Forecasting?

Lang Huang, Jinglue Xu, Luke Darlow

Time-series forecasting research has been moving steadily toward larger architectures, from specialized transformers to general-purpose foundation models, on the assumption that capacity is what unlocks accuracy. We take the opposite position: most of the gap can be closed at far…Read more