| MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling | Jul 17, 2025 | Domain GeneralizationImputation | —Unverified | 0 |
| The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting | Jul 17, 2025 | DecoderTime Series | CodeCode Available | 0 |
| D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data | Jul 15, 2025 | Federated LearningTime Series | —Unverified | 0 |
| Data Augmentation in Time Series Forecasting through Inverted Framework | Jul 15, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| Towards Interpretable Time Series Foundation Models | Jul 10, 2025 | Time Series | CodeCode Available | 0 |
| Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching | Jul 9, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Foundation models for time series forecasting: Application in conformal prediction | Jul 9, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models | Jul 9, 2025 | Mixture-of-ExpertsTime Series | CodeCode Available | 2 |
| Predicting Graph Structure via Adapted Flux Balance Analysis | Jul 8, 2025 | PredictionTime Series | CodeCode Available | 0 |
| Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and Projection | Jul 8, 2025 | Computational EfficiencyTime Series | CodeCode Available | 0 |
