OpenCodePapers

time-series-forecasting-on-etth1-336-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting✓ Link0.3740.406D-PAD2024-03-26
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3910.415xPatch2024-12-23
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting✓ Link0.3920.414PatchMixer2023-10-01
Fredformer: Frequency Debiased Transformer for Time Series Forecasting✓ Link0.3950.403Fredformer2024-06-13
UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting✓ Link0.3980.407UniTime2023-10-15
AutoTimes: Autoregressive Time Series Forecasters via Large Language Models✓ Link0.4010.429AutoTimes2024-02-04
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.4010.417SegRNN2023-08-22
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment✓ Link0.4030.405TimeCMA2024-06-03
UniTS: A Unified Multi-Task Time Series Model✓ Link0.4050.422UniTS-ST2024-02-29
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis✓ Link0.4050.420ConvTimeNet2024-03-03
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning0.4060.422ROSE2024-05-24
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting✓ Link0.4080.425TEMPO2023-10-08
Unified Training of Universal Time Series Forecasting Transformers✓ Link0.4120.429MOIRAISmall2024-02-04
Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting✓ Link0.4180.427AMD2024-06-06
WinNet: Make Only One Convolutional Layer Effective for Time Series Forecasting✓ Link0.4190.426WinNet2023-11-01
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.420.423RLinear2023-05-18
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.4210.436TSMixer2023-06-14
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.4220.44PatchTST/642022-11-27
HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting0.4220.430HiMTM2024-01-10
CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables✓ Link0.4230.437CATS2024-03-04
SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention✓ Link0.4230.425SAMformer2024-02-15
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.4240.423LTBoost (drop_last=false)2024-10-21
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4240.419GTT-Large2024-02-12
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.424DiPE-Linear2024-11-26
FITS: Modeling Time Series with $10k$ Parameters✓ Link0.427FITS2023-07-06
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.427PRformer2024-08-20
Are Transformers Effective for Time Series Forecasting?✓ Link0.4290.427NLinear2022-05-26
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting✓ Link0.4290.421TimeMachine2024-03-14
Generative Pretrained Hierarchical Transformer for Time Series Forecasting✓ Link0.4300.423GPHT2024-02-26
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.43MoLE-RLinear2023-12-11
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators✓ Link0.4330.435PatchTST + LIFT2024-01-31
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4330.418GTT-Large(Fine-tune)2024-02-12
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters✓ Link0.434SparseTSF2024-05-02
Long-term Forecasting with TiDE: Time-series Dense Encoder✓ Link0.4350.433TiDE2023-04-17
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers✓ Link0.4360.440GridTST2024-05-22
Are Transformers Effective for Time Series Forecasting?✓ Link0.4390.443DLinear2022-05-26
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting✓ Link0.4420.445FiLM2022-05-18
An Analysis of Linear Time Series Forecasting Models✓ Link0.448OLS2024-03-21
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators✓ Link0.4530.453DLinear + LIFT2024-01-31
Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting✓ Link0.4540.432Pathformer2024-02-04
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting0.4550.445Bi-Mamba4TS2024-04-24
Unified Training of Universal Time Series Forecasting Transformers✓ Link0.4560.450MOIRAIBase2024-02-04
Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation✓ Link0.4560.436LLaTA2021-08-01
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning✓ Link0.4560.436CALF2024-03-12
Generative Pretrained Hierarchical Transformer for Time Series Forecasting✓ Link0.4560.432GPHT*2024-02-26
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4590.427GTT-Smal2024-02-12
Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals✓ Link0.4650.446Minusformer-962024-02-04
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4660.436GTT-Tiny2024-02-12
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4680.432GTT-Large(100M traing samples)2024-02-12
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.469MoLE-DLinear2023-12-11
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks0.4720.448ForecastGrapher2024-05-28
BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis✓ Link0.4730.451Basisformer2023-10-31
VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting✓ Link0.4730.449VCformer2024-05-19
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges✓ Link0.4730.443Simba2024-04-24
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction0.4750.444GTT-Large(50M traing samples)2024-02-12
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4750.441TEFN2024-05-10
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting✓ Link0.4790.450CPNet2024-05-06
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion✓ Link0.4800.452SOFTS2024-04-22
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting✓ Link0.4870.458iTransformer2023-10-10
Is Mamba Effective for Time Series Forecasting?✓ Link0.4890.468S-Mamba2024-03-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction✓ Link0.5040.495SCINet2021-06-17
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting✓ Link0.5050.484Autoformer2021-06-24
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting✓ Link0.5140.521ATFNet2024-04-08
Unified Training of Universal Time Series Forecasting Transformers✓ Link0.5140.474MOIRAILarge2024-02-04
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data0.5210.498RPMixer2024-02-16
Attention as an RNN✓ Link0.650.55Aaren2024-05-22
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.83210.7041Transformer2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention✓ Link0.85030.7039QuerySelector2021-07-19
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting✓ Link0.8840.753Informer2020-12-14
A decoder-only foundation model for time-series forecasting✓ Link0.436TimesFM2023-10-14
TSMixer: An All-MLP Architecture for Time Series Forecasting✓ Link0.431TSMixer2023-03-10
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting✓ Link0.2158DeformTime2024-06-11
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