| CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching | Oct 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 | 5 |
| Prompting for Numerical Sequences: A Case Study on Market Comment Generation | Apr 3, 2024 | Comment GenerationData-to-Text Generation | CodeCode Available | 2 | 5 |
| Quantized symbolic time series approximation | Nov 20, 2024 | Anomaly DetectionAstronomy | CodeCode Available | 2 | 5 |
| Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators | Jan 31, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting | Apr 8, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 | 5 |
| Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies | Oct 16, 2023 | Few-Shot LearningTime Series | CodeCode Available | 2 | 5 |
| FITS: Modeling Time Series with 10k Parameters | Jul 6, 2023 | Anomaly DetectionTime Series | CodeCode Available | 2 | 5 |
| Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling | Feb 20, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks | Jan 17, 2024 | Computational EfficiencyTime Series | CodeCode Available | 2 | 5 |
| Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting | Jun 29, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |