Time-series Forecasting on Solar 6 hour prediction horizon (test)
0.043MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.043 | 0.098 | 0.409 | |
| FreTSLLM=false2025.12 | 0.051 | 0.099 | 0.733 | |
| iTransformerLLM=false2025.12 | 0.054 | 0.1 | 0.781 | |
| TimesNetLLM=false2025.12 | 0.057 | 0.104 | 0.857 | |
| TimeXerLLM=false2025.12 | 0.059 | 0.103 | 0.981 | |
| PatchTSTLLM=false2025.12 | 0.061 | 0.102 | 1.265 | |
| FreDFLLM=false2025.12 | 0.061 | 0.11 | 0.953 | |
| TimeLLMLLM=true2025.12 | 0.061 | 0.098 | 0.78 | |
| GPT4TSLLM=true2025.12 | 0.062 | 0.111 | 1.112 | |
| TimeKANLLM=false2025.12 | 0.064 | 0.108 | 1.268 | |
| TransformerLLM=false2025.12 | 0.068 | 0.111 | 1.133 | |
| DLinearLLM=false2025.12 | 0.077 | 0.122 | 2.034 | |
| FITSLLM=false2025.12 | 0.119 | 0.158 | 2.913 |