| The Rise of Diffusion Models in Time-Series Forecasting | Jan 5, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 3 | 5 |
| CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction | Jan 2, 2025 | MambaState Space Models | CodeCode Available | 3 | 5 |
| Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting | Jan 28, 2025 | SpecificityTime Series | CodeCode Available | 3 | 5 |
| CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 | 5 |
| RF-Diffusion: Radio Signal Generation via Time-Frequency Diffusion | Apr 14, 2024 | Time Series | CodeCode Available | 3 | 5 |
| Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting | Jun 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 | 5 |
| ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels | Oct 29, 2019 | General ClassificationTime Series | CodeCode Available | 3 | 5 |
| Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting | Feb 4, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 | 5 |
| Plotly-Resampler: Effective Visual Analytics for Large Time Series | Jun 17, 2022 | Data VisualizationTime Series | CodeCode Available | 3 | 5 |
| SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters | May 2, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 | 5 |
| N-BEATS: Neural basis expansion analysis for interpretable time series forecasting | May 24, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 3 | 5 |
| OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain | May 12, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 3 | 5 |
| Probabilistic Forecasting with Temporal Convolutional Neural Network | Jun 11, 2019 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 3 | 5 |
| SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series | Mar 22, 2024 | Inductive BiasMamba | CodeCode Available | 3 | 5 |
| The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features | Jan 6, 2025 | Feature EngineeringTime Series | CodeCode Available | 3 | 5 |
| MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 | 5 |
| Meta-Transformer: A Unified Framework for Multimodal Learning | Jul 20, 2023 | Time Series | CodeCode Available | 3 | 5 |
| 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 | 5 |
| ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning | Dec 4, 2024 | AttributeTime Series | CodeCode Available | 3 | 5 |
| ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis | Jan 16, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 3 | 5 |
| BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction | Feb 26, 2025 | BenchmarkingTime Series | CodeCode Available | 3 | 5 |
| AutoTimes: Autoregressive Time Series Forecasters via Large Language Models | Feb 4, 2024 | DecoderIn-Context Learning | CodeCode Available | 3 | 5 |
| Bake off redux: a review and experimental evaluation of recent time series classification algorithms | Apr 25, 2023 | Dynamic Time WarpingTime Series | CodeCode Available | 3 | 5 |
| Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective | May 22, 2024 | Data IntegrationSensitivity | CodeCode Available | 3 | 5 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 | 5 |
