Time-series Forecasting on Solar 8 hour prediction horizon (test)
0.045MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.045 | 0.102 | 0.428 | |
| FreTSLLM=false2025.12 | 0.054 | 0.103 | 0.792 | |
| iTransformerLLM=false2025.12 | 0.056 | 0.105 | 0.818 | |
| TimesNetLLM=false2025.12 | 0.059 | 0.106 | 0.944 | |
| TimeXerLLM=false2025.12 | 0.062 | 0.107 | 0.999 | |
| TimeLLMLLM=true2025.12 | 0.062 | 0.1 | 0.784 | |
| FreDFLLM=false2025.12 | 0.063 | 0.114 | 1.001 | |
| GPT4TSLLM=true2025.12 | 0.063 | 0.113 | 0.979 | |
| PatchTSTLLM=false2025.12 | 0.064 | 0.106 | 1.22 | |
| TimeKANLLM=false2025.12 | 0.066 | 0.109 | 1.25 | |
| TransformerLLM=false2025.12 | 0.073 | 0.115 | 1.221 | |
| DLinearLLM=false2025.12 | 0.078 | 0.124 | 2.072 | |
| FITSLLM=false2025.12 | 0.127 | 0.165 | 3.337 |