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ResearchFormerly WizWand

Context-guided Time Series Forecasting on PTF

0.3336MAETS-Reasoner
0.323020.3944350.465850.537265Oct 5, 2024
Updated 7mo ago

Evaluation results

MethodLinks
TS-ReasonerHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.3336
ChatTimeHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.348
TS-ReasonerHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.3538
TimeLLMHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3594
TGForecasterHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3594
TS-ReasonerHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.3619
TGForecasterHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3653
TS-ReasonerHist=Avg., Forecast Category=Dataset-Shared Forecast2024.100.3672
GPT4TSHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3713
TimesFMHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.3807
TGForecasterHist=Avg., Forecast Category=Dataset-Specific Forecast2024.100.39
ChronosHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.3902
ChatTimeHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.392
GPT4TSHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3921
TGForecasterHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.3943
TimeLLMHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4031
TimesFMHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4054
TimeLLMHist=Avg., Forecast Category=Dataset-Specific Forecast2024.100.4057
GPT4TSHist=Avg., Forecast Category=Dataset-Specific Forecast2024.100.4065
ChatTimeHist=Avg., Forecast Category=Dataset-Shared Forecast2024.100.4139
TS-ReasonerHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4194
TimeLLMHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4211
TimesFMHist=Avg., Forecast Category=Dataset-Shared Forecast2024.100.4243
GPT4TSHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4253
TimesFMHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4258
ChronosHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4276
ChatTimeHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4307
ChronosHist=Avg., Forecast Category=Dataset-Shared Forecast2024.100.4332
ChronosHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4336
GPT4TSHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4373
TimeLLMHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4392
TGForecasterHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4411
DLinearHist=120, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4796
ChronosHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4813
ChatTimeHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4849
TimesFMHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.4851
DLinearHist=96, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.4965
DLinearHist=Avg., Forecast Category=Dataset-Specific Forecast2024.100.501
DLinearHist=72, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.5075
MoiraiHist=96, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.5179
DLinearHist=48, Pred=24, Forecast Category=Dataset-Specific Forecast2024.100.5204
MoiraiHist=120, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.5245
MoiraiHist=Avg., Forecast Category=Dataset-Shared Forecast2024.100.5545
MoiraiHist=72, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.5776
MoiraiHist=48, Pred=24, Forecast Category=Dataset-Shared Forecast2024.100.5981