Time-series Forecasting on Solar 4 hour prediction horizon (test)
0.04MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.04 | 0.091 | 0.376 | |
| FreTSLLM=false2025.12 | 0.047 | 0.092 | 0.633 | |
| iTransformerLLM=false2025.12 | 0.05 | 0.093 | 0.712 | |
| TimesNetLLM=false2025.12 | 0.052 | 0.096 | 0.792 | |
| TimeXerLLM=false2025.12 | 0.056 | 0.096 | 1.04 | |
| PatchTSTLLM=false2025.12 | 0.057 | 0.096 | 1.161 | |
| FreDFLLM=false2025.12 | 0.057 | 0.103 | 0.906 | |
| GPT4TSLLM=true2025.12 | 0.058 | 0.105 | 0.939 | |
| TimeLLMLLM=true2025.12 | 0.059 | 0.092 | 0.693 | |
| TimeKANLLM=false2025.12 | 0.062 | 0.102 | 1.253 | |
| TransformerLLM=false2025.12 | 0.064 | 0.104 | 1.14 | |
| DLinearLLM=false2025.12 | 0.075 | 0.118 | 2.03 | |
| FITSLLM=false2025.12 | 0.103 | 0.142 | 2.594 |