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

العربية

Time Series Forecasting On Weather 720

المقاييس

Accuracy

MSE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	MSE	Paper Title	Repository
RLinear-CI	0.327	0.314	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
MoLE-DLinear	-	0.314	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SegRNN	-	0.31	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
PRformer	-	0.326	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
DLinear	-	0.323	Are Transformers Effective for Time Series Forecasting?
RLinear	-	0.329	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TEFN	-	0.352	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
PatchTST/64	-	0.314	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
TSMixer	-	0.316	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
xPatch	-	0.291	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
DiPE-Linear	-	0.306	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting

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