| Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification | Mar 19, 2025 | DiagnosticFew-Shot Learning | —Unverified | 0 |
| Evaluating Time Series Models with Knowledge Discovery | Mar 19, 2025 | Time Series | —Unverified | 0 |
| Diffusion-Based Forecasting for Uncertainty-Aware Model Predictive Control | Mar 19, 2025 | Decision MakingModel Predictive Control | —Unverified | 0 |
| HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction | Mar 19, 2025 | Stock Market PredictionTime Series | —Unverified | 0 |
| Temporal Encoding Strategies for Energy Time Series Prediction | Mar 19, 2025 | Computational EfficiencyPrediction | CodeCode Available | 0 |
| ImputeGAP: A Comprehensive Library for Time Series Imputation | Mar 19, 2025 | BenchmarkingImputation | —Unverified | 0 |
| Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency | Mar 18, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Persistent Homology-induced Graph Ensembles for Time Series Regressions | Mar 18, 2025 | Activity PredictionTime Series | CodeCode Available | 0 |
| Out-of-Distribution Generalization in Time Series: A Survey | Mar 18, 2025 | Out-of-Distribution GeneralizationRepresentation Learning | CodeCode Available | 0 |
| Highly Efficient Direct Analytics on Semantic-aware Time Series Data Compression | Mar 17, 2025 | Data CompressionOutlier Detection | —Unverified | 0 |
| Dynamical Mode Recognition of Turbulent Flames in a Swirl-stabilized Annular Combustor by a Time-series Learning Approach | Mar 17, 2025 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Augmented Invertible Koopman Autoencoder for long-term time series forecasting | Mar 17, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Early Detection of Forest Calamities in Homogeneous Stands -- Deep Learning Applied to Bark-Beetle Outbreaks | Mar 17, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection | Mar 16, 2025 | Anomaly DetectionModel Selection | CodeCode Available | 0 |
| ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables | Mar 15, 2025 | Large Language ModelTime Series | —Unverified | 0 |
| Lithium-ion Battery Capacity Prediction via Conditional Recurrent Generative Adversarial Network-based Time-Series Regeneration | Mar 15, 2025 | Generative Adversarial NetworkPrediction | —Unverified | 0 |
| Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models | Mar 14, 2025 | DiversityLanguage Modeling | —Unverified | 0 |
| Optimal Transport and Adaptive Thresholding for Universal Domain Adaptation on Time Series | Mar 14, 2025 | Domain AdaptationTime Series | CodeCode Available | 0 |
| Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly Detection | Mar 14, 2025 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| MobiVital: Self-supervised Time-series Quality Estimation for Contactless Respiration Monitoring Using UWB Radar | Mar 14, 2025 | Time Series | CodeCode Available | 0 |
| Hierarchical Information-Guided Spatio-Temporal Mamba for Stock Time Series Forecasting | Mar 14, 2025 | Decision MakingMamba | —Unverified | 0 |
| Deep Learning for Time Series Forecasting: A Survey | Mar 13, 2025 | Deep LearningSurvey | —Unverified | 0 |
| Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data | Mar 13, 2025 | Large Language ModelMath | —Unverified | 0 |
| Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers | Mar 13, 2025 | Computational EfficiencyTime Series | —Unverified | 0 |
| LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics | Mar 12, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |