| 1 | D-PAD | 0.374 | No | D-PAD: Deep-Shallow Multi-Frequency Patterns Dis... | 2024-03-26 | Code |
| 2 | xPatch | 0.391 | No | xPatch: Dual-Stream Time Series Forecasting with... | 2024-12-23 | Code |
| 3 | PatchMixer | 0.392 | No | PatchMixer: A Patch-Mixing Architecture for Long... | 2023-10-01 | Code |
| 4 | Fredformer | 0.395 | No | Fredformer: Frequency Debiased Transformer for T... | 2024-06-13 | Code |
| 5 | UniTime | 0.398 | No | UniTime: A Language-Empowered Unified Model for ... | 2023-10-15 | Code |
| 6 | AutoTimes | 0.401 | No | AutoTimes: Autoregressive Time Series Forecaster... | 2024-02-04 | Code |
| 7 | SegRNN | 0.401 | No | SegRNN: Segment Recurrent Neural Network for Lon... | 2023-08-22 | Code |
| 8 | TimeCMA | 0.403 | No | TimeCMA: Towards LLM-Empowered Multivariate Time... | 2024-06-03 | Code |
| 9 | UniTS-ST | 0.405 | No | UniTS: A Unified Multi-Task Time Series Model | 2024-02-29 | Code |
| 10 | ConvTimeNet | 0.405 | No | ConvTimeNet: A Deep Hierarchical Fully Convoluti... | 2024-03-03 | Code |
| 11 | ROSE | 0.406 | No | ROSE: Register Assisted General Time Series Fore... | 2024-05-24 | - |
| 12 | TEMPO | 0.408 | No | TEMPO: Prompt-based Generative Pre-trained Trans... | 2023-10-08 | Code |
| 13 | MMFNet | 0.409 | No | MMFNet: Multi-Scale Frequency Masking Neural Net... | 2024-10-02 | Code |
| 14 | MOIRAISmall | 0.412 | No | Unified Training of Universal Time Series Foreca... | 2024-02-04 | Code |
| 15 | AMD | 0.418 | No | Adaptive Multi-Scale Decomposition Framework for... | 2024-06-06 | Code |
| 16 | WinNet | 0.419 | No | WinNet: Make Only One Convolutional Layer Effect... | 2023-11-01 | Code |
| 17 | RLinear | 0.42 | No | Revisiting Long-term Time Series Forecasting: An... | 2023-05-18 | Code |
| 18 | TSMixer | 0.421 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 19 | TSMixer | 0.421 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 20 | PatchTST/64 | 0.422 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |
| 21 | HiMTM | 0.422 | No | HiMTM: Hierarchical Multi-Scale Masked Time Seri... | 2024-01-10 | - |
| 22 | CATS | 0.423 | No | CATS: Enhancing Multivariate Time Series Forecas... | 2024-03-04 | Code |
| 23 | SAMformer | 0.423 | No | SAMformer: Unlocking the Potential of Transforme... | 2024-02-15 | Code |
| 24 | LTBoost (drop_last=false) | 0.424 | No | - | - | Code |
| 25 | GTT-Large | 0.424 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 26 | DiPE-Linear | 0.424 | No | Disentangled Interpretable Representation for Ef... | 2024-11-26 | Code |
| 27 | FITS | 0.427 | No | FITS: Modeling Time Series with $10k$ Parameters | 2023-07-06 | Code |
| 28 | PRformer | 0.427 | No | PRformer: Pyramidal Recurrent Transformer for Mu... | 2024-08-20 | Code |
| 29 | NLinear | 0.429 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 30 | TimeMachine | 0.429 | No | TimeMachine: A Time Series is Worth 4 Mambas for... | 2024-03-14 | Code |
| 31 | GPHT | 0.43 | No | Generative Pretrained Hierarchical Transformer f... | 2024-02-26 | Code |
| 32 | MoLE-RLinear | 0.43 | No | Mixture-of-Linear-Experts for Long-term Time Ser... | 2023-12-11 | Code |
| 33 | PatchTST + LIFT | 0.433 | No | Rethinking Channel Dependence for Multivariate T... | 2024-01-31 | Code |
| 34 | GTT-Large(Fine-tune) | 0.433 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 35 | SparseTSF | 0.434 | No | SparseTSF: Modeling Long-term Time Series Foreca... | 2024-05-02 | Code |
| 36 | TiDE | 0.435 | No | Long-term Forecasting with TiDE: Time-series Den... | 2023-04-17 | Code |
| 37 | GridTST | 0.436 | No | Leveraging 2D Information for Long-term Time Ser... | 2024-05-22 | Code |
| 38 | DLinear | 0.439 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 39 | FiLM | 0.442 | No | FiLM: Frequency improved Legendre Memory Model f... | 2022-05-18 | Code |
| 40 | OLS | 0.448 | No | An Analysis of Linear Time Series Forecasting Mo... | 2024-03-21 | Code |
| 41 | DLinear + LIFT | 0.453 | No | Rethinking Channel Dependence for Multivariate T... | 2024-01-31 | Code |
| 42 | Pathformer | 0.454 | No | Pathformer: Multi-scale Transformers with Adapti... | 2024-02-04 | Code |
| 43 | Bi-Mamba4TS | 0.455 | No | Bi-Mamba+: Bidirectional Mamba for Time Series F... | 2024-04-24 | - |
| 44 | MOIRAIBase | 0.456 | No | Unified Training of Universal Time Series Foreca... | 2024-02-04 | Code |
| 45 | LLaTA | 0.456 | No | - | - | Code |
| 46 | CALF | 0.456 | No | CALF: Aligning LLMs for Time Series Forecasting ... | 2024-03-12 | Code |
| 47 | GPHT* | 0.456 | No | Generative Pretrained Hierarchical Transformer f... | 2024-02-26 | Code |
| 48 | GTT-Smal | 0.459 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 49 | Minusformer-96 | 0.465 | No | Minusformer: Improving Time Series Forecasting b... | 2024-02-04 | Code |
| 50 | GTT-Tiny | 0.466 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 51 | GTT-Large(100M traing samples) | 0.468 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 52 | MoLE-DLinear | 0.469 | No | Mixture-of-Linear-Experts for Long-term Time Ser... | 2023-12-11 | Code |
| 53 | ForecastGrapher | 0.472 | No | ForecastGrapher: Redefining Multivariate Time Se... | 2024-05-28 | - |
| 54 | Basisformer | 0.473 | No | BasisFormer: Attention-based Time Series Forecas... | 2023-10-31 | Code |
| 55 | VCformer | 0.473 | No | VCformer: Variable Correlation Transformer with ... | 2024-05-19 | Code |
| 56 | Simba | 0.473 | No | Mamba-360: Survey of State Space Models as Trans... | 2024-04-24 | Code |
| 57 | GTT-Large(50M traing samples) | 0.475 | No | Only the Curve Shape Matters: Training Foundatio... | 2024-02-12 | - |
| 58 | TEFN | 0.475 | No | Time Evidence Fusion Network: Multi-source View ... | 2024-05-10 | Code |
| 59 | CPNet | 0.479 | No | Boosting MLPs with a Coarsening Strategy for Lon... | 2024-05-06 | Code |
| 60 | SOFTS | 0.48 | No | SOFTS: Efficient Multivariate Time Series Foreca... | 2024-04-22 | Code |
| 61 | iTransformer | 0.487 | No | iTransformer: Inverted Transformers Are Effectiv... | 2023-10-10 | Code |
| 62 | S-Mamba | 0.489 | No | Is Mamba Effective for Time Series Forecasting? | 2024-03-17 | Code |
| 63 | SCINet | 0.504 | No | SCINet: Time Series Modeling and Forecasting wit... | 2021-06-17 | Code |
| 64 | Autoformer | 0.505 | No | Autoformer: Decomposition Transformers with Auto... | 2021-06-24 | Code |
| 65 | ATFNet | 0.514 | No | ATFNet: Adaptive Time-Frequency Ensembled Networ... | 2024-04-08 | Code |
| 66 | MOIRAILarge | 0.514 | No | Unified Training of Universal Time Series Foreca... | 2024-02-04 | Code |
| 67 | RPMixer | 0.521 | No | RPMixer: Shaking Up Time Series Forecasting with... | 2024-02-16 | - |
| 68 | Aaren | 0.65 | No | Attention as an RNN | 2024-05-22 | Code |
| 69 | Transformer | 0.8321 | No | Long-term series forecasting with Query Selector... | 2021-07-19 | Code |
| 70 | QuerySelector | 0.8503 | No | Long-term series forecasting with Query Selector... | 2021-07-19 | Code |
| 71 | Informer | 0.884 | No | Informer: Beyond Efficient Transformer for Long ... | 2020-12-14 | Code |