Context-guided Time Series Forecasting on PTF
0.3336MAETS-Reasoner
Evaluation Results
| Method | Links | |
|---|---|---|
| TS-ReasonerHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.3336 | |
| ChatTimeHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.348 | |
| TS-ReasonerHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.3538 | |
| TimeLLMHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3594 | |
| TGForecasterHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3594 | |
| TS-ReasonerHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.3619 | |
| TGForecasterHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3653 | |
| TS-ReasonerHist=Avg., Forecast Category=Dataset-Shared Forecast2024.10 | 0.3672 | |
| GPT4TSHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3713 | |
| TimesFMHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.3807 | |
| TGForecasterHist=Avg., Forecast Category=Dataset-Specific Forecast2024.10 | 0.39 | |
| ChronosHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.3902 | |
| ChatTimeHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.392 | |
| GPT4TSHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3921 | |
| TGForecasterHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.3943 | |
| TimeLLMHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4031 | |
| TimesFMHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4054 | |
| TimeLLMHist=Avg., Forecast Category=Dataset-Specific Forecast2024.10 | 0.4057 | |
| GPT4TSHist=Avg., Forecast Category=Dataset-Specific Forecast2024.10 | 0.4065 | |
| ChatTimeHist=Avg., Forecast Category=Dataset-Shared Forecast2024.10 | 0.4139 | |
| TS-ReasonerHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4194 | |
| TimeLLMHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4211 | |
| TimesFMHist=Avg., Forecast Category=Dataset-Shared Forecast2024.10 | 0.4243 | |
| GPT4TSHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4253 | |
| TimesFMHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4258 | |
| ChronosHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4276 | |
| ChatTimeHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4307 | |
| ChronosHist=Avg., Forecast Category=Dataset-Shared Forecast2024.10 | 0.4332 | |
| ChronosHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4336 | |
| GPT4TSHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4373 | |
| TimeLLMHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4392 | |
| TGForecasterHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4411 | |
| DLinearHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4796 | |
| ChronosHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4813 | |
| ChatTimeHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4849 | |
| TimesFMHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.4851 | |
| DLinearHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.4965 | |
| DLinearHist=Avg., Forecast Category=Dataset-Specific Forecast2024.10 | 0.501 | |
| DLinearHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.5075 | |
| MoiraiHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.5179 | |
| DLinearHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.10 | 0.5204 | |
| MoiraiHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.5245 | |
| MoiraiHist=Avg., Forecast Category=Dataset-Shared Forecast2024.10 | 0.5545 | |
| MoiraiHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.5776 | |
| MoiraiHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.10 | 0.5981 |