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.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
PatchTST + LIFT	MSE 0.433 MAE 0.435	Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators 2024-01-31	코드 1 · 코드 2
GTT-Large(Fine-tune)	MSE 0.433 MAE 0.418	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
SparseTSF	MSE 0.434	SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters 2024-05-02	코드 1
TiDE	MSE 0.435 MAE 0.433	Long-term Forecasting with TiDE: Time-series Dense Encoder 2023-04-17	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
GridTST	MSE 0.436 MAE 0.440	Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers 2024-05-22	코드 1
DLinear	MSE 0.439 MAE 0.443	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
FiLM	MSE 0.442 MAE 0.445	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting 2022-05-18	코드 1 · 코드 2 · 코드 3
OLS	MSE 0.448	An Analysis of Linear Time Series Forecasting Models 2024-03-21	코드 1 · 코드 2 · 코드 3
DLinear + LIFT	MSE 0.453 MAE 0.453	Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators 2024-01-31	코드 1 · 코드 2
Pathformer	MSE 0.454 MAE 0.432	Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting 2024-02-04	코드 1
Bi-Mamba4TS	MSE 0.455 MAE 0.445	Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting 2024-04-24	연결 없음
MOIRAIBase	MSE 0.456 MAE 0.450	Unified Training of Universal Time Series Forecasting Transformers 2024-02-04	코드 1
LLaTA	MSE 0.456 MAE 0.436	Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation 2021-08-01	코드 1
CALF	MSE 0.456 MAE 0.436	CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning 2024-03-12	코드 1 · 코드 2
GPHT*	MSE 0.456 MAE 0.432	Generative Pretrained Hierarchical Transformer for Time Series Forecasting 2024-02-26	코드 1 · 코드 2
GTT-Smal	MSE 0.459 MAE 0.427	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
Minusformer-96	MSE 0.465 MAE 0.446	Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals 2024-02-04	코드 1
GTT-Tiny	MSE 0.466 MAE 0.436	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
GTT-Large(100M traing samples)	MSE 0.468 MAE 0.432	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
MoLE-DLinear	MSE 0.469	Mixture-of-Linear-Experts for Long-term Time Series Forecasting 2023-12-11	코드 1
ForecastGrapher	MSE 0.472 MAE 0.448	ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks 2024-05-28	연결 없음
Basisformer	MSE 0.473 MAE 0.451	BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis 2023-10-31	코드 1
VCformer	MSE 0.473 MAE 0.449	VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting 2024-05-19	코드 1
Simba	MSE 0.473 MAE 0.443	Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges 2024-04-24	코드 1
GTT-Large(50M traing samples)	MSE 0.475 MAE 0.444	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
TEFN	MSE 0.475 MAE 0.441	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting 2024-05-10	코드 1 · 코드 2
CPNet	MSE 0.479 MAE 0.450	Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting 2024-05-06	코드 1
SOFTS	MSE 0.480 MAE 0.452	SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion 2024-04-22	코드 1
iTransformer	MSE 0.487 MAE 0.458	iTransformer: Inverted Transformers Are Effective for Time Series Forecasting 2023-10-10	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11
S-Mamba	MSE 0.489 MAE 0.468	Is Mamba Effective for Time Series Forecasting? 2024-03-17	코드 1