Time-series Forecasting on Solar 7 hour prediction horizon (test)
0.044MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.044 | 0.1 | 0.42 | |
| FreTSLLM=false2025.12 | 0.053 | 0.102 | 0.752 | |
| iTransformerLLM=false2025.12 | 0.055 | 0.102 | 0.765 | |
| TimesNetLLM=false2025.12 | 0.059 | 0.104 | 0.93 | |
| TimeXerLLM=false2025.12 | 0.059 | 0.104 | 0.968 | |
| FreDFLLM=false2025.12 | 0.062 | 0.112 | 0.99 | |
| PatchTSTLLM=false2025.12 | 0.063 | 0.104 | 1.189 | |
| GPT4TSLLM=true2025.12 | 0.063 | 0.112 | 1.14 | |
| TimeLLMLLM=true2025.12 | 0.064 | 0.106 | 0.726 | |
| TransformerLLM=false2025.12 | 0.066 | 0.113 | 1.018 | |
| TimeKANLLM=false2025.12 | 0.066 | 0.108 | 1.372 | |
| DLinearLLM=false2025.12 | 0.078 | 0.124 | 2.068 | |
| FITSLLM=false2025.12 | 0.122 | 0.16 | 3.027 |