Time Series Forecasting on Weather (MAE, NMAE)
0.31MAELLMTime
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLMTimeProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=242024.02 | 0.31 | — | |
| LSTPromptProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=242024.02 | 0.31 | — | |
| LSTPromptProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=482024.02 | 0.53 | — | |
| LSTPromptProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=962024.02 | 0.62 | — | |
| LLMTimeProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=482024.02 | 0.66 | — | |
| LSTPromptProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=1202024.02 | 0.69 | — | |
| LPTMProtocol=Supervised, Frequency=Day, Horizon=242024.02 | 0.79 | — | |
| LLMTimeProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=1202024.02 | 0.83 | — | |
| LLMTimeProtocol=Zero-Shot (Prompt), Frequency=Day, Horizon=962024.02 | 0.84 | — | |
| LPTMProtocol=Supervised, Frequency=Day, Horizon=482024.02 | 1.06 | — | |
| LPTMProtocol=Supervised, Frequency=Day, Horizon=962024.02 | 1.08 | — | |
| PatchTSTProtocol=Supervised, Frequency=Day, Horizon=962024.02 | 1.16 | — | |
| LPTMProtocol=Supervised, Frequency=Day, Horizon=1202024.02 | 1.18 | — | |
| PatchTSTProtocol=Supervised, Frequency=Day, Horizon=482024.02 | 1.25 | — | |
| PatchTSTProtocol=Supervised, Frequency=Day, Horizon=1202024.02 | 1.4 | — | |
| InformerProtocol=Supervised, Frequency=Day, Horizon=962024.02 | 1.43 | — | |
| InformerProtocol=Supervised, Frequency=Day, Horizon=1202024.02 | 1.45 | — | |
| AutoformerProtocol=Supervised, Frequency=Day, Horizon=962024.02 | 1.5 | — | |
| AutoformerProtocol=Supervised, Frequency=Day, Horizon=242024.02 | 1.54 | — | |
| InformerProtocol=Supervised, Frequency=Day, Horizon=242024.02 | 1.59 | — | |
| InformerProtocol=Supervised, Frequency=Day, Horizon=482024.02 | 1.62 | — | |
| AutoformerProtocol=Supervised, Frequency=Day, Horizon=482024.02 | 1.63 | — | |
| AutoformerProtocol=Supervised, Frequency=Day, Horizon=1202024.02 | 1.64 | — | |
| FedFormerProtocol=Supervised, Frequency=Day, Horizon=242024.02 | 1.77 | — | |
| PatchTSTProtocol=Supervised, Frequency=Day, Horizon=242024.02 | 1.77 | — | |
| FedFormerProtocol=Supervised, Frequency=Day, Horizon=482024.02 | 1.84 | — | |
| FedFormerProtocol=Supervised, Frequency=Day, Horizon=1202024.02 | 1.95 | — | |
| FedFormerProtocol=Supervised, Frequency=Day, Horizon=962024.02 | 2.34 | — |