| MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection | Jan 10, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| UnetTSF: A Better Performance Linear Complexity Time Series Prediction Model | Jan 5, 2024 | Time SeriesTime Series Prediction | CodeCode Available | 2 |
| MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting | Dec 31, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting | Dec 1, 2023 | Time SeriesTraffic Prediction | CodeCode Available | 2 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Frequency-domain MLPs are More Effective Learners in Time Series Forecasting | Nov 10, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies | Oct 16, 2023 | Few-Shot LearningTime Series | CodeCode Available | 2 |
| Large Language Models Are Zero-Shot Time Series Forecasters | Oct 11, 2023 | ImputationTime Series | CodeCode Available | 2 |
| ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons | Oct 11, 2023 | BenchmarkingPosition | CodeCode Available | 2 |
| PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting | Oct 1, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
