Time Series Forecasting on Global SST (NOAA) tau=32 (test)
0.1626MSEOKG-LLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OKG-LLMModel Category=LLM-based, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1626 | 0.268 | |
| TimesFMModel Category=LLM-based, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1681 | 0.2745 | |
| TimeLLMModel Category=LLM-based, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.17 | 0.2803 | |
| UniTimeModel Category=LLM-based, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1772 | 0.2916 | |
| GPT4TSModel Category=LLM-based, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1796 | 0.2967 | |
| TimeMixer+Model Category=Typical, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.1981 | 0.2952 | |
| DLinearModel Category=Typical, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.2034 | 0.3294 | |
| FEDformerModel Category=Typical, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.217 | 0.334 | |
| FreTSModel Category=Typical, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.2354 | 0.3061 | |
| InformerModel Category=Typical, Lookback Window (T)=32, Batch Size=16, Optimizer=Adam, Max Epochs=502025.07 | 0.2905 | 0.3804 |