Time-series Forecasting on FundAR 6 day horizon
0.821MAELoFT-LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LoFT-LLMLLM=true2025.12 | 0.821 | 2.276 | 62.3 | |
| FreDFLLM=false2025.12 | 1.061 | 2.653 | 63.5 | |
| FreTSLLM=false2025.12 | 1.101 | 2.608 | 107 | |
| PatchTSTLLM=false2025.12 | 1.21 | 2.725 | 67.1 | |
| TimeLLMLLM=true2025.12 | 1.232 | 2.726 | 69.6 | |
| TimeKANLLM=false2025.12 | 1.237 | 2.765 | 64.6 | |
| iTransformerLLM=false2025.12 | 1.248 | 2.805 | 76.6 | |
| TimeXerLLM=false2025.12 | 1.25 | 2.753 | 77.9 | |
| GPT4TSLLM=true2025.12 | 1.259 | 2.774 | 61.7 | |
| TimesNetLLM=false2025.12 | 1.575 | 3.123 | 72.4 | |
| DLinearLLM=false2025.12 | 1.897 | 3.567 | 127.2 | |
| FITSLLM=false2025.12 | 2.217 | 4.23 | 87.2 | |
| TransformerLLM=false2025.12 | 2.274 | 4.102 | 211.6 |