| TSLANet: Rethinking Transformers for Time Series Representation Learning | Apr 12, 2024 | Anomaly DetectionComputational Efficiency | CodeCode Available | 3 |
| SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series | Mar 22, 2024 | Inductive BiasMamba | CodeCode Available | 3 |
| Is Mamba Effective for Time Series Forecasting? | Mar 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting | Mar 14, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| Diffusion-TS: Interpretable Diffusion for General Time Series Generation | Mar 4, 2024 | Audio SynthesisDecoder | CodeCode Available | 3 |
| TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis | Feb 26, 2024 | Anomaly DetectionImputation | CodeCode Available | 3 |
| FNSPID: A Comprehensive Financial News Dataset in Time Series | Feb 9, 2024 | Financial AnalysisTime Series | CodeCode Available | 3 |
| Deep Learning for Multivariate Time Series Imputation: A Survey | Feb 6, 2024 | Deep LearningImputation | CodeCode Available | 3 |
| Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting | Feb 4, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| AutoTimes: Autoregressive Time Series Forecasters via Large Language Models | Feb 4, 2024 | DecoderIn-Context Learning | CodeCode Available | 3 |
