Toto 2.0: Time series forecasting enters the scaling era

The developers have released Toto 2, a family of open-weights time series foundation models ranging from 4m to 2.5B parameters that demonstrates significant performance gains through scaling. These models achieve state-of-the-art results across several major benchmarks, including BOOM and GIFT-Eval, while offering much higher parameter efficiency and faster inference than the previous generation.