Time-series Forecasting on Solar 1 hour prediction horizon (test)
0.03MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.03 | 0.066 | 0.292 | |
| FreTSLLM=false2025.12 | 0.034 | 0.067 | 0.524 | |
| iTransformerLLM=false2025.12 | 0.037 | 0.069 | 0.547 | |
| TimesNetLLM=false2025.12 | 0.041 | 0.074 | 0.625 | |
| TransformerLLM=false2025.12 | 0.043 | 0.077 | 0.729 | |
| PatchTSTLLM=false2025.12 | 0.043 | 0.071 | 0.905 | |
| FreDFLLM=false2025.12 | 0.043 | 0.076 | 0.688 | |
| TimeKANLLM=false2025.12 | 0.043 | 0.073 | 0.897 | |
| TimeXerLLM=false2025.12 | 0.044 | 0.072 | 0.984 | |
| FITSLLM=false2025.12 | 0.049 | 0.08 | 1.109 | |
| GPT4TSLLM=true2025.12 | 0.052 | 0.089 | 1.058 | |
| TimeLLMLLM=true2025.12 | 0.052 | 0.079 | 0.642 | |
| DLinearLLM=false2025.12 | 0.066 | 0.105 | 1.665 |