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

العربية

Time Series Forecasting On Weather 336

المقاييس

MSE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	MSE	Paper Title	Repository
DiPE-Linear	0.234	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
TSMixer	0.243	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
DLinear	0.265	Are Transformers Effective for Time Series Forecasting?
MoLE-DLinear	0.238	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
PatchTST/64	0.245	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
RLinear-CI	0.241	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
PRformer	0.241	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
xPatch	0.218	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
RLinear	0.265	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
SegRNN	0.237	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
TEFN	0.279	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-

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