| 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 |
| Foundation Models Knowledge Distillation For Battery Capacity Degradation Forecast | May 13, 2025 | Knowledge DistillationTime Series | CodeCode Available | 1 |
| TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series | May 13, 2025 | Temporal SequencesTime 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 |
| CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting | May 4, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| UNet with Axial Transformer : A Neural Weather Model for Precipitation Nowcasting | Apr 28, 2025 | SSIMTime Series | CodeCode Available | 1 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations | Apr 17, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Diffusion Transformers for Tabular Data Time Series Generation | Apr 10, 2025 | Tabular Data GenerationTime Series | CodeCode Available | 1 |
| Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs | Apr 10, 2025 | Multimodal Large Language ModelTime Series | CodeCode Available | 1 |
| ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Method | Apr 10, 2025 | Time SeriesWeather Forecasting | CodeCode Available | 1 |
| Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting | Mar 31, 2025 | energy managementTime Series | CodeCode Available | 1 |
| tempdisagg: A Python Framework for Temporal Disaggregation of Time Series Data | Mar 28, 2025 | ImputationMissing Values | CodeCode Available | 1 |
| MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question Answering | Mar 21, 2025 | Question AnsweringTime Series | CodeCode Available | 1 |
| Inferring Event Descriptions from Time Series with Language Models | Mar 18, 2025 | Time Series | CodeCode Available | 1 |
| Integrating Dynamical Systems Modeling with Spatiotemporal scRNA-seq Data Analysis | Mar 14, 2025 | Time Series | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| BlackGoose Rimer: Harnessing RWKV-7 as a Simple yet Superior Replacement for Transformers in Large-Scale Time Series Modeling | Mar 8, 2025 | Meta-LearningTime Series | CodeCode Available | 1 |
