| Hierarchically Coherent Multivariate Mixture Networks | May 11, 2023 | Computational EfficiencyTime Series | CodeCode Available | 4 |
| Are Transformers Effective for Time Series Forecasting? | May 26, 2022 | Anomaly DetectionRelation Extraction | CodeCode Available | 4 |
| Efficient Automated Deep Learning for Time Series Forecasting | May 11, 2022 | AutoMLBayesian Optimization | CodeCode Available | 4 |
| Transformers in Time Series: A Survey | Feb 15, 2022 | Anomaly DetectionSurvey | CodeCode Available | 4 |
| TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning | May 29, 2025 | In-Context LearningState Space Models | CodeCode Available | 3 |
| This Time is Different: An Observability Perspective on Time Series Foundation Models | May 20, 2025 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 3 |
| OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain | May 12, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 3 |
| GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images | Mar 8, 2025 | cross-modal alignmentDiagnostic | CodeCode Available | 3 |
| BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction | Feb 26, 2025 | BenchmarkingTime Series | CodeCode Available | 3 |
| Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting | Jan 28, 2025 | SpecificityTime Series | CodeCode Available | 3 |
