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

العربية

Time Series Forecasting On Weather 96

المقاييس

MSE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	MSE	Paper Title	Repository
PatchTST/64	0.149	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
RLinear	0.175	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
DLinear	0.176	Are Transformers Effective for Time Series Forecasting?
SegRNN	0.142	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
TSMixer	0.146	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
MoLE-DLinear	0.147	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCNN	0.142	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
RLinear-CI	0.146	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TEFN	0.182	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
PRformer	0.144	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
DiPE-Linear	0.142	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
xPatch	0.146	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

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