Papers with Code · CC BY-SA 4.0

ETTh1 (336) Multivariate

아카이브 평가 72건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
D-PAD	MSE 0.374 MAE 0.406	D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting 2024-03-26	코드 1
xPatch	MSE 0.391 MAE 0.415	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition 2024-12-23	코드 1
PatchMixer	MSE 0.392 MAE 0.414	PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting 2023-10-01	코드 1 · 코드 2
Fredformer	MSE 0.395 MAE 0.403	Fredformer: Frequency Debiased Transformer for Time Series Forecasting 2024-06-13	코드 1
UniTime	MSE 0.398 MAE 0.407	UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting 2023-10-15	코드 1
AutoTimes	MSE 0.401 MAE 0.429	AutoTimes: Autoregressive Time Series Forecasters via Large Language Models 2024-02-04	코드 1
SegRNN	MSE 0.401 MAE 0.417	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting 2023-08-22	코드 1 · 코드 2 · 코드 3 · 코드 4
TimeCMA	MSE 0.403 MAE 0.405	TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment 2024-06-03	코드 1 · 코드 2 · 코드 3
UniTS-ST	MSE 0.405 MAE 0.422	UniTS: A Unified Multi-Task Time Series Model 2024-02-29	코드 1
ConvTimeNet	MSE 0.405 MAE 0.420	ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis 2024-03-03	코드 1 · 코드 2 · 코드 3
ROSE	MSE 0.406 MAE 0.422	ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning 2024-05-24	연결 없음
TEMPO	MSE 0.408 MAE 0.425	TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting 2023-10-08	코드 1 · 코드 2
MOIRAISmall	MSE 0.412 MAE 0.429	Unified Training of Universal Time Series Forecasting Transformers 2024-02-04	코드 1
AMD	MSE 0.418 MAE 0.427	Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting 2024-06-06	코드 1
WinNet	MSE 0.419 MAE 0.426	WinNet: Make Only One Convolutional Layer Effective for Time Series Forecasting 2023-11-01	코드 1
RLinear	MSE 0.42 MAE 0.423	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping 2023-05-18	코드 1
TSMixer	MSE 0.421 MAE 0.436	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting 2023-06-14	코드 1
PatchTST/64	MSE 0.422 MAE 0.44	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers 2022-11-27	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
HiMTM	MSE 0.422 MAE 0.430	HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting 2024-01-10	연결 없음
CATS	MSE 0.423 MAE 0.437	CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables 2024-03-04	코드 1
SAMformer	MSE 0.423 MAE 0.425	SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention 2024-02-15	코드 1
LTBoost (drop_last=false)	MSE 0.424 MAE 0.423	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting 2024-10-21	코드 1
GTT-Large	MSE 0.424 MAE 0.419	Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction 2024-02-12	연결 없음
DiPE-Linear	MSE 0.424	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting 2024-11-26	코드 1
FITS	MSE 0.427	FITS: Modeling Time Series with $10k$ Parameters 2023-07-06	코드 1 · 코드 2
PRformer	MSE 0.427	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting 2024-08-20	코드 1
NLinear	MSE 0.429 MAE 0.427	Are Transformers Effective for Time Series Forecasting? 2022-05-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
TimeMachine	MSE 0.429 MAE 0.421	TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting 2024-03-14	코드 1
GPHT	MSE 0.430 MAE 0.423	Generative Pretrained Hierarchical Transformer for Time Series Forecasting 2024-02-26	코드 1 · 코드 2
MoLE-RLinear	MSE 0.43	Mixture-of-Linear-Experts for Long-term Time Series Forecasting 2023-12-11	코드 1