Long-term forecasting on ETTm1 (Metrics: MSE, MAE, Information Gain Per Cost)
0.356MSETime-MoEultra
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Time-MoEultraZero-shot=true, Forecasting Horizon=Avg., Total Param.#=2.4 B, Training Data=300B2025.08 | 0.356 | 0.391 | 406,100,000,000,000,000,000 | |
| FeDaLZero-shot=true, Forecasting Horizon=Avg., Total Param.#=28.42 M, Training Data=~ 231B2025.08 | 0.36 | 0.39 | 454,500,000,000,000,000,000 | |
| Time-MoElargeZero-shot=true, Forecasting Horizon=Avg., Total Param.#=453 M, Training Data=300B2025.08 | 0.376 | 0.405 | 207,300,000,000,000,000,000 | |
| Time-MoEbaseZero-shot=true, Forecasting Horizon=Avg., Total Param.#=113 M, Training Data=300B2025.08 | 0.394 | 0.415 | 860,500,000,000,000,000,000 |