TFMAdapter: Lightweight Instance-Level Adaptation of Foundation Models for Forecasting with Covariates

Afrin Dange, Sunita Sarawagi

Time Series Foundation Models (TSFMs) have recently achieved state-of-the-art performance in univariate forecasting on new time series simply by conditioned on a brief history of p…