Time-series Forecasting on Solar 2 hour prediction horizon (test)
3.4MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 3.4 | 7.6 | 0.321 | |
| FreTSLLM=false2025.12 | 4 | 7.8 | 0.603 | |
| iTransformerLLM=false2025.12 | 4.3 | 8.1 | 0.604 | |
| TimesNetLLM=false2025.12 | 4.4 | 8.3 | 0.698 | |
| FreDFLLM=false2025.12 | 4.8 | 8.8 | 0.756 | |
| TimeXerLLM=false2025.12 | 5 | 8.4 | 1.079 | |
| TimeKANLLM=false2025.12 | 5 | 8.6 | 0.965 | |
| PatchTSTLLM=false2025.12 | 5.1 | 8.5 | 0.992 | |
| TransformerLLM=false2025.12 | 5.2 | 9 | 0.91 | |
| GPT4TSLLM=true2025.12 | 5.3 | 9.6 | 0.953 | |
| TimeLLMLLM=true2025.12 | 5.7 | 8.9 | 0.681 | |
| DLinearLLM=false2025.12 | 7 | 11.1 | 1.809 | |
| FITSLLM=false2025.12 | 7.8 | 11.3 | 1.905 |