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

العربية

Traffic Prediction On Pems04

المقاييس

12 Steps MAE

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	12 Steps MAE	Paper Title	Repository
IDCN	19.33	-	-
PDG2Seq	18.24	PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction
STAEformer	18.22	STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting
Cy2Mixer	18.14	Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
STD-MAE	17.80	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
DDGCRN	18.45	A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting
HTVGNN	17.99	A novel hybrid time-varying graph neural network for traffic flow forecasting	-
FasterSTS	18.49	FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting	-
PDFormer	18.32	PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
LightCTS	-	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
DTRformer	18	Dynamic Trend Fusion Module for Traffic Flow Prediction
AGCRN	19.83	Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting

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