Time Series Forecasting
Benchmark List
All benchmarks related to this task
electricity-192
Best model: CycleNet
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electricity-720
Best model: MoLE-RMLP
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electricity-96
Best model: CycleNet
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etth1-24-multivariate
Best model: SCINet
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etth1-336-multivariate
Best model: D-PAD
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etth1-336-univariate
Best model: SegRNN
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etth1-48
Best model: Time-LLM
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etth1-720-univariate
Best model: AutoCon
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etth1-96-univariate
Best model: NLinear
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etth2-192-multivariate
Best model: PatchMixer
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etth2-192-univariate
Best model: PatchMixer
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etth2-336-multivariate
Best model: PatchMixer
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etth2-336-univariate
Best model: Informer
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etth2-48-univariate
Best model: SCINet
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etth2-720-multivariate
Best model: PatchMixer
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etth2-720-univariate
Best model: Informer
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ettm2-336-multivariate
Best model: LTBoost (drop_last=false)
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ettm2-720-multivariate
Best model: LTBoost (drop_last=false)
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hurricane
Best model: UberNN
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illness-60
Best model: xPatch
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pemsd7
Best model: STGCN-Cov
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traffic-336
Best model: TSMixer
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traffic-720
Best model: PRformer
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weather-192
Best model: SegRNN
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weather-720
Best model: DiPE-Linear
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weather-96
Best model: DiPE-Linear
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electricity-336
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etth1
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etth1-168-multivariate
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etth1-168-univariate
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etth1-192-multivariate
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etth1-192-univariate
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etth1-24-univariate
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etth1-48-multivariate
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etth1-48-univariate
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etth1-720-multivariate
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etth1-96-multivariate
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etth1-96
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etth2-168-multivariate
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etth2-168-univariate
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etth2-24-multivariate
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etth2-24-univariate
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etth2-48-multivariate
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etth2-96-multivariate
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etth2-96-univariate
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ettm1-192-multivariate
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ettm1-336-multivariate
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ettm1-720-multivariate
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ettm1-96-multivariate
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ettm2-192-multivariate
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ettm2-96-multivariate
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exchange-192
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exchange-336
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exchange-720
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exchange-96
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finance
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illness-24
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illness-36
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illness-48
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korea-stock-price-index
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mlo-cn2
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solar-192
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solar-336
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solar-720
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solar-96
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traffic-192
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traffic-96
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usna-cn2-short-duration
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weather-ltsf
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weather-336
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weather2k114-192
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weather2k114-336
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weather2k114-720
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weather2k114-96
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weather2k1786-192
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weather2k1786-336
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weather2k1786-720
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weather2k1786-96
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weather2k79-192
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weather2k79-336
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weather2k79-720
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weather2k79-96
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weather2k850-192
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weather2k850-336
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weather2k850-720
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weather2k850-96
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