Time Series Forecasting2021en
Electricity Transformer Temperature - 15-minute (ETTm1)
ETTm1 is sampled at 15-minute intervals from the same station as ETTh1. Results reported as averages across prediction horizons {96, 192, 336, 720}.
Current State of the Art
Chronos-Large
Amazon
0.555
mse
Top Models Performance Comparison
Top 3 models ranked by mse
Best Score
0.555
Top Model
Chronos-Large
Models Compared
3
Score Range
0.200
mae
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | Chronos-LargeOpen Source Amazon | 0.465 | Feb 2025 | |
| 2 | TimesFMOpen Source Google Research | 0.418 | Feb 2025 | |
| 3 | TimeLLMOpen Source Tongji University / Ant Group | 0.388 | May 2024 |
msePrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | Chronos-LargeOpen Source Amazon | 0.555 | Feb 2025 | |
| 2 | TimesFMOpen Source Google Research | 0.433 | Feb 2025 | |
| 3 | TimeLLMOpen Source Tongji University / Ant Group | 0.355 | May 2024 |
Related Papers2
Sundial: A Family of Highly Capable Time Series Foundation Models
Feb 2025Models: Chronos-Large, TimesFM
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
May 2024Models: TimeLLM