| The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features | Jan 6, 2025 | Feature EngineeringTime Series | CodeCode Available | 3 |
| CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction | Jan 2, 2025 | MambaState Space Models | CodeCode Available | 3 |
| ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning | Dec 4, 2024 | AttributeTime Series | CodeCode Available | 3 |
| ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer | Nov 4, 2024 | PositionTime Series | CodeCode Available | 3 |
| FilterNet: Harnessing Frequency Filters for Time Series Forecasting | Nov 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation | Oct 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingMultivariate Time Series Forecastingm | CodeCode Available | 3 |
| CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark | Sep 26, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |
| VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters | Aug 30, 2024 | Image ReconstructionTime Series | CodeCode Available | 3 |
| Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting | Jun 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Are Language Models Actually Useful for Time Series Forecasting? | Jun 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| TSI-Bench: Benchmarking Time Series Imputation | Jun 18, 2024 | BenchmarkingDeep Learning | CodeCode Available | 3 |
| Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective | May 22, 2024 | Data IntegrationSensitivity | CodeCode Available | 3 |
| TKAN: Temporal Kolmogorov-Arnold Networks | May 12, 2024 | Kolmogorov-Arnold NetworksManagement | CodeCode Available | 3 |
| SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters | May 2, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 |
| SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion | Apr 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| RF-Diffusion: Radio Signal Generation via Time-Frequency Diffusion | Apr 14, 2024 | Time Series | CodeCode Available | 3 |
| 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 |
