Time Series Analysis on ETTh1 (336) Multivariate

Metric: MAE (lower is better)

LeaderboardDataset

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Results

#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	DeformTime	0.2158	No	DeformTime: Capturing Variable Dependencies with...	2024-06-11	Code
2	Fredformer	0.403	No	Fredformer: Frequency Debiased Transformer for T...	2024-06-13	Code
3	TimeCMA	0.405	No	TimeCMA: Towards LLM-Empowered Multivariate Time...	2024-06-03	Code
4	D-PAD	0.406	No	D-PAD: Deep-Shallow Multi-Frequency Patterns Dis...	2024-03-26	Code
5	UniTime	0.407	No	UniTime: A Language-Empowered Unified Model for ...	2023-10-15	Code
6	PatchMixer	0.414	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
7	xPatch	0.415	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
8	SegRNN	0.417	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
9	GTT-Large(Fine-tune)	0.418	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
10	GTT-Large	0.419	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
11	ConvTimeNet	0.42	No	ConvTimeNet: A Deep Hierarchical Fully Convoluti...	2024-03-03	Code
12	TimeMachine	0.421	No	TimeMachine: A Time Series is Worth 4 Mambas for...	2024-03-14	Code
13	UniTS-ST	0.422	No	UniTS: A Unified Multi-Task Time Series Model	2024-02-29	Code
14	ROSE	0.422	No	ROSE: Register Assisted General Time Series Fore...	2024-05-24	-
15	RLinear	0.423	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
16	LTBoost (drop_last=false)	0.423	No	-	-	Code
17	GPHT	0.423	No	Generative Pretrained Hierarchical Transformer f...	2024-02-26	Code
18	TEMPO	0.425	No	TEMPO: Prompt-based Generative Pre-trained Trans...	2023-10-08	Code
19	SAMformer	0.425	No	SAMformer: Unlocking the Potential of Transforme...	2024-02-15	Code
20	WinNet	0.426	No	WinNet: Make Only One Convolutional Layer Effect...	2023-11-01	Code
21	AMD	0.427	No	Adaptive Multi-Scale Decomposition Framework for...	2024-06-06	Code
22	NLinear	0.427	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
23	GTT-Smal	0.427	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
24	AutoTimes	0.429	No	AutoTimes: Autoregressive Time Series Forecaster...	2024-02-04	Code
25	MOIRAISmall	0.429	No	Unified Training of Universal Time Series Foreca...	2024-02-04	Code
26	HiMTM	0.43	No	HiMTM: Hierarchical Multi-Scale Masked Time Seri...	2024-01-10	-
27	TSMixer	0.431	No	TSMixer: An All-MLP Architecture for Time Series...	2023-03-10	Code
28	Pathformer	0.432	No	Pathformer: Multi-scale Transformers with Adapti...	2024-02-04	Code
29	GPHT*	0.432	No	Generative Pretrained Hierarchical Transformer f...	2024-02-26	Code
30	GTT-Large(100M traing samples)	0.432	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
31	TiDE	0.433	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
32	PatchTST + LIFT	0.435	No	Rethinking Channel Dependence for Multivariate T...	2024-01-31	Code
33	TSMixer	0.436	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
34	LLaTA	0.436	No	-	-	Code
35	CALF	0.436	No	CALF: Aligning LLMs for Time Series Forecasting ...	2024-03-12	Code
36	GTT-Tiny	0.436	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
37	TimesFM	0.436	No	A decoder-only foundation model for time-series ...	2023-10-14	Code
38	CATS	0.437	No	CATS: Enhancing Multivariate Time Series Forecas...	2024-03-04	Code
39	PatchTST/64	0.44	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
40	GridTST	0.44	No	Leveraging 2D Information for Long-term Time Ser...	2024-05-22	Code
41	TEFN	0.441	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
42	DLinear	0.443	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
43	Simba	0.443	No	Mamba-360: Survey of State Space Models as Trans...	2024-04-24	Code
44	GTT-Large(50M traing samples)	0.444	No	Only the Curve Shape Matters: Training Foundatio...	2024-02-12	-
45	FiLM	0.445	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
46	Bi-Mamba4TS	0.445	No	Bi-Mamba+: Bidirectional Mamba for Time Series F...	2024-04-24	-
47	Minusformer-96	0.446	No	Minusformer: Improving Time Series Forecasting b...	2024-02-04	Code
48	ForecastGrapher	0.448	No	ForecastGrapher: Redefining Multivariate Time Se...	2024-05-28	-
49	VCformer	0.449	No	VCformer: Variable Correlation Transformer with ...	2024-05-19	Code
50	MOIRAIBase	0.45	No	Unified Training of Universal Time Series Foreca...	2024-02-04	Code
51	CPNet	0.45	No	Boosting MLPs with a Coarsening Strategy for Lon...	2024-05-06	Code
52	Basisformer	0.451	No	BasisFormer: Attention-based Time Series Forecas...	2023-10-31	Code
53	SOFTS	0.452	No	SOFTS: Efficient Multivariate Time Series Foreca...	2024-04-22	Code
54	DLinear + LIFT	0.453	No	Rethinking Channel Dependence for Multivariate T...	2024-01-31	Code
55	iTransformer	0.458	No	iTransformer: Inverted Transformers Are Effectiv...	2023-10-10	Code
56	S-Mamba	0.468	No	Is Mamba Effective for Time Series Forecasting?	2024-03-17	Code
57	MOIRAILarge	0.474	No	Unified Training of Universal Time Series Foreca...	2024-02-04	Code
58	Autoformer	0.484	No	Autoformer: Decomposition Transformers with Auto...	2021-06-24	Code
59	SCINet	0.495	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
60	RPMixer	0.498	No	RPMixer: Shaking Up Time Series Forecasting with...	2024-02-16	-
61	ATFNet	0.521	No	ATFNet: Adaptive Time-Frequency Ensembled Networ...	2024-04-08	Code
62	Aaren	0.55	No	Attention as an RNN	2024-05-22	Code
63	QuerySelector	0.7039	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
64	Transformer	0.7041	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
65	Informer	0.753	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code