Time Series Forecasting on Global SST (NOAA) tau=16 (test)
0.1326MSEOKG-LLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OKG-LLMModel Category=LLM-based, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1326 | 0.2414 | |
| TimeLLMModel Category=LLM-based, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1402 | 0.2526 | |
| UniTimeModel Category=LLM-based, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1514 | 0.2697 | |
| TimesFMModel Category=LLM-based, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1526 | 0.2872 | |
| TimeMixer+Model Category=Typical, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1592 | 0.2825 | |
| GPT4TSModel Category=LLM-based, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1592 | 0.2767 | |
| DLinearModel Category=Typical, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1622 | 0.2956 | |
| FreTSModel Category=Typical, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1883 | 0.2712 | |
| FEDformerModel Category=Typical, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.2092 | 0.3283 | |
| InformerModel Category=Typical, Lookback Window (T)=16, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.2802 | 0.3772 |