Time-series Forecasting on Solar 5 hour prediction horizon (test)
0.041MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.041 | 0.094 | 0.393 | |
| FreTSLLM=false2025.12 | 0.05 | 0.096 | 0.7 | |
| iTransformerLLM=false2025.12 | 0.052 | 0.097 | 0.746 | |
| TimesNetLLM=false2025.12 | 0.055 | 0.1 | 0.866 | |
| TimeXerLLM=false2025.12 | 0.057 | 0.1 | 0.96 | |
| FreDFLLM=false2025.12 | 0.059 | 0.107 | 0.93 | |
| TimeLLMLLM=true2025.12 | 0.059 | 0.096 | 0.701 | |
| PatchTSTLLM=false2025.12 | 0.06 | 0.1 | 1.129 | |
| GPT4TSLLM=true2025.12 | 0.06 | 0.108 | 0.987 | |
| TimeKANLLM=false2025.12 | 0.064 | 0.104 | 1.367 | |
| TransformerLLM=false2025.12 | 0.07 | 0.111 | 1.332 | |
| DLinearLLM=false2025.12 | 0.076 | 0.121 | 2.024 | |
| FITSLLM=false2025.12 | 0.111 | 0.15 | 2.76 |