HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Time Series Forecasting On Weather 720

평가 지표

Accuracy

MSE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	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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