| ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis | Jan 16, 2024 | Time SeriesTime Series Analysis | 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 |
| AER: Auto-Encoder with Regression for Time Series Anomaly Detection | Dec 27, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 3 | 5 |
| Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective | May 22, 2024 | Data IntegrationSensitivity | 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 |
| Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Oct 12, 2023 | DecoderProbabilistic Time Series Forecasting | CodeCode Available | 3 | 5 |
| BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction | Feb 26, 2025 | BenchmarkingTime Series | 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 |
| Is Mamba Effective for Time Series Forecasting? | Mar 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 | 5 |
