Time series forecasting just hit the 1-Trillion-Point scale with Timer-S1’s new MoE architecture.
Time series forecasting just reached a new scale.
Timer-S1 introduces a billion scale foundation model using a Mixture of Experts architecture to process one trillion time points.
By using Serial Token Prediction, it bypasses the traditional overhead of rolling inference and achieves state of the art results on the GIFT-Eval leaderboard. Predictive modeling is entering a new era.
Paper 👉 Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling
Posted Mar 6, 2026, 5:30 PM UTC
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