itransformer

Definition

A time-series forecasting model that keeps the Transformer's components but swaps what they act on. Instead of treating each timestep as a token and attending over time, it treats each variate — each series — as a token, so attention models correlations between variables while the feed-forward layers handle the temporal dimension. The result was competitive with specialized architectures without changing the block itself.