Time Series Forecasting on Global SST (NOAA) tau=8 (test)
0.0982MSEOKG-LLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OKG-LLMModel Category=LLM-based, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.0982 | 0.2071 | |
| TimeLLMModel Category=LLM-based, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1063 | 0.221 | |
| TimesFMModel Category=LLM-based, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1091 | 0.2351 | |
| TimeMixer+Model Category=Typical, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1132 | 0.2495 | |
| FreTSModel Category=Typical, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1162 | 0.2605 | |
| UniTimeModel Category=LLM-based, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1194 | 0.2413 | |
| GPT4TSModel Category=LLM-based, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1254 | 0.2514 | |
| DLinearModel Category=Typical, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.1455 | 0.2291 | |
| FEDformerModel Category=Typical, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.2046 | 0.3233 | |
| InformerModel Category=Typical, Lookback Window (T)=8, Batch Size=64, Optimizer=Adam, Max Epochs=502025.07 | 0.2762 | 0.3751 |