Time-series Forecasting on FundAR 1 day horizon (test)
0.661MAELoFT-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.661 | 1.758 | 0.433 | |
| FreDFLLM=false2025.12 | 0.982 | 2.443 | 0.609 | |
| FreTSLLM=false2025.12 | 1.021 | 2.417 | 0.824 | |
| TimeKANLLM=false2025.12 | 1.076 | 2.507 | 0.599 | |
| GPT4TSLLM=true2025.12 | 1.102 | 2.5 | 0.657 | |
| iTransformerLLM=false2025.12 | 1.123 | 2.584 | 0.689 | |
| TimeLLMLLM=true2025.12 | 1.136 | 2.535 | 0.639 | |
| PatchTSTLLM=false2025.12 | 1.231 | 2.72 | 0.615 | |
| TimeXerLLM=false2025.12 | 1.27 | 2.79 | 0.766 | |
| TimesNetLLM=false2025.12 | 1.524 | 3.071 | 0.736 | |
| DLinearLLM=false2025.12 | 1.859 | 3.525 | 0.993 | |
| FITSLLM=false2025.12 | 2.115 | 4.052 | 0.823 | |
| TransformerLLM=false2025.12 | 2.299 | 4.227 | 2.313 |