HyperAI초신경

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

한국어

HyperAI초신경

Time Series Forecasting On Weather 96

평가 지표

MSE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	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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