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SOTA
Time Series Forecasting
Time Series Forecasting On Ettm1 96 1
Time Series Forecasting On Ettm1 96 1
評価指標
MSE
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
MSE
Paper Title
Repository
SCNN
0.287
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
TSMixer
0.291
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
-
DiPE-Linear
0.309
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
PRformer
0.278
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
xPatch
0.275
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
MoLE-DLinear
0.286
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
TEFN
0.343
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
-
RLinear
0.301
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
LTBoost (drop_last=false)
0.277
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
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