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المنصة
الرئيسية
SOTA
تنبؤ السلسلة الزمنية
Time Series Forecasting On Etth2 336 1
Time Series Forecasting On Etth2 336 1
المقاييس
MAE
MSE
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
MAE
MSE
Paper Title
Transformer
1.2189
2.6617
Long-term series forecasting with Query Selector -- efficient model of sparse attention
QuerySelector
1.1859
2.3168
Long-term series forecasting with Query Selector -- efficient model of sparse attention
Informer
1.035
1.665
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
DLinear
0.465
0.448
Are Transformers Effective for Time Series Forecasting?
TEFN
0.434
0.423
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
MoLE-DLinear
-
0.419
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
FiLM
0.417
0.377
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
MoLE-RLinear
-
0.371
Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCINet
0.409
0.365
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
PRformer
-
0.361
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
TiDE
0.407
0.36
Long-term Forecasting with TiDE: Time-series Dense Encoder
NLinear
0.4
0.357
Are Transformers Effective for Time Series Forecasting?
TSMixer
0.401
0.357
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
LTBoost (drop_last=false)
0.401
0.355
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
DiPE-Linear
-
0.35
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
PatchTST/64
0.384
0.329
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
SegRNN
0.374
0.325
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
RLinear
0.386
0.325
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
PatchMixer
0.368
0.317
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
xPatch
0.360
0.312
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
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