| Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks | May 26, 2025 | BenchmarkingDecision Making Under Uncertainty | CodeCode Available | 0 |
| A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation | May 25, 2025 | Crop ClassificationData Augmentation | CodeCode Available | 0 |
| VISTA: Vision-Language Inference for Training-Free Stock Time-Series Analysis | May 24, 2025 | Financial AnalysisStock Price Prediction | —Unverified | 0 |
| TransDF: Time-Series Forecasting Needs Transformed Label Alignment | May 23, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting | May 23, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| A tensor network approach for chaotic time series prediction | May 23, 2025 | Computational EfficiencyTensor Networks | CodeCode Available | 0 |
| On the use of Graphs for Satellite Image Time Series | May 22, 2025 | Time Series | CodeCode Available | 0 |
| Learning collective multi-cellular dynamics from temporal scRNA-seq via a transformer-enhanced Neural SDE | May 22, 2025 | BenchmarkingTime Series | CodeCode Available | 0 |
| Using Echo-State Networks to Reproduce Rare Events in Chaotic Systems | May 22, 2025 | Time Series | CodeCode Available | 0 |
| LASSO-ODE: A framework for mechanistic model identifiability and selection in disease transmission modeling | May 22, 2025 | Model Selectionparameter estimation | CodeCode Available | 0 |
| CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting | May 22, 2025 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| Robust Multi-Modal Forecasting: Integrating Static and Dynamic Features | May 21, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Human in the Loop Adaptive Optimization for Improved Time Series Forecasting | May 21, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| FR-Mamba: Time-Series Physical Field Reconstruction Based on State Space Model | May 21, 2025 | MambaTime Series | —Unverified | 0 |
| MoTime: A Dataset Suite for Multimodal Time Series Forecasting | May 21, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines | May 21, 2025 | Graph LearningMixture-of-Experts | —Unverified | 0 |
| Estimation methods of Matrix-valued AR model | May 21, 2025 | modelTime Series | —Unverified | 0 |
| Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation | May 21, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Large Language models for Time Series Analysis: Techniques, Applications, and Challenges | May 21, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Analysis of Distributional Dynamics for Repeated Cross-Sectional and Intra-Period Observations | May 21, 2025 | Time Series | —Unverified | 0 |
| Time Series Similarity Score Functions to Monitor and Interact with the Training and Denoising Process of a Time Series Diffusion Model applied to a Human Activity Recognition Dataset based on IMUs | May 20, 2025 | Activity RecognitionDenoising | —Unverified | 0 |
| Assimilative Causal Inference | May 20, 2025 | Causal InferenceTime Series | —Unverified | 0 |
| CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering | May 20, 2025 | ClusteringClustering Algorithms Evaluation | CodeCode Available | 0 |
| Adaptive stable distribution and Hurst exponent by method of moments moving estimator for nonstationary time series | May 20, 2025 | Time Series | —Unverified | 0 |
| CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness | May 20, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |