الرئيسية الأخبار الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Time Series Forecasting On Electricity 96

المقاييس

MSE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	MSE	Paper Title	Repository
MoLE-DLinear	0.131	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
TEFN	0.197	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
GLinear	0.1313	-	-
CycleNet	0.126	CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns
DiPE-Linear	0.132	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
DLinear	0.14	Are Transformers Effective for Time Series Forecasting?
TSMixer	0.129	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
xPatch	0.126	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
PatchTST/64	0.129	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
PRformer	0.127	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
MoLE-RMLP	0.129	Mixture-of-Linear-Experts for Long-term Time Series Forecasting

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