| Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting | May 21, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| TimeSeriesGym: A Scalable Benchmark for (Time Series) Machine Learning Engineering Agents | May 19, 2025 | AI AgentBenchmarking | CodeCode Available | 1 |
| Time series saliency maps: explaining models across multiple domains | May 19, 2025 | Explainable Artificial Intelligence (XAI)Interpretability Techniques for Deep Learning | CodeCode Available | 1 |
| TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series | May 13, 2025 | Temporal SequencesTime Series | CodeCode Available | 1 |
| Foundation Models Knowledge Distillation For Battery Capacity Degradation Forecast | May 13, 2025 | Knowledge DistillationTime Series | CodeCode Available | 1 |
| Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism | May 11, 2025 | Financial AnalysisTime Series | CodeCode Available | 1 |
| Learning Soft Sparse Shapes for Efficient Time-Series Classification | May 11, 2025 | ClassificationTime Series | CodeCode Available | 1 |
| PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks | May 9, 2025 | Irregular Time SeriesMissing Values | CodeCode Available | 1 |
| Retrieval Augmented Time Series Forecasting | May 7, 2025 | RetrievalTime Series | CodeCode Available | 1 |
| FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting | May 7, 2025 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
