| 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 |
| HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting | May 23, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| TransDF: Time-Series Forecasting Needs Transformed Label Alignment | May 23, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A tensor network approach for chaotic time series prediction | May 23, 2025 | Computational EfficiencyTensor Networks | 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 |
| On the use of Graphs for Satellite Image Time Series | May 22, 2025 | Time Series | CodeCode Available | 0 |
| Using Echo-State Networks to Reproduce Rare Events in Chaotic Systems | May 22, 2025 | Time Series | CodeCode Available | 0 |
| CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting | May 22, 2025 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| Learning collective multi-cellular dynamics from temporal scRNA-seq via a transformer-enhanced Neural SDE | May 22, 2025 | BenchmarkingTime Series | CodeCode Available | 0 |
| Estimation methods of Matrix-valued AR model | May 21, 2025 | modelTime Series | —Unverified | 0 |
| FR-Mamba: Time-Series Physical Field Reconstruction Based on State Space Model | May 21, 2025 | MambaTime Series | —Unverified | 0 |
| Large Language models for Time Series Analysis: Techniques, Applications, and Challenges | May 21, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation | May 21, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Human in the Loop Adaptive Optimization for Improved Time Series Forecasting | May 21, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 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 |
| Robust Multi-Modal Forecasting: Integrating Static and Dynamic Features | May 21, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Analysis of Distributional Dynamics for Repeated Cross-Sectional and Intra-Period Observations | May 21, 2025 | Time Series | —Unverified | 0 |
| Assimilative Causal Inference | May 20, 2025 | Causal InferenceTime Series | —Unverified | 0 |
| Adaptive stable distribution and Hurst exponent by method of moments moving estimator for nonstationary time series | May 20, 2025 | Time Series | —Unverified | 0 |
| Text embedding models can be great data engineers | May 20, 2025 | Feature EngineeringTime Series | —Unverified | 0 |
| CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness | May 20, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| MSDformer: Multi-scale Discrete Transformer For Time Series Generation | May 20, 2025 | Model OptimizationTime Series | —Unverified | 0 |
| Byte Pair Encoding for Efficient Time Series Forecasting | May 20, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions | May 20, 2025 | Feature EngineeringRepresentation Learning | —Unverified | 0 |
| CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering | May 20, 2025 | ClusteringClustering Algorithms Evaluation | CodeCode Available | 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 |
| Leveraging Multivariate Long-Term History Representation for Time Series Forecasting | May 20, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data | May 20, 2025 | Data AugmentationSynthetic Data Generation | —Unverified | 0 |
| A system identification approach to clustering vector autoregressive time series | May 20, 2025 | ClusteringTime Series | —Unverified | 0 |
| TSPulse: Dual Space Tiny Pre-Trained Models for Rapid Time-Series Analysis | May 19, 2025 | Anomaly DetectionDisentanglement | —Unverified | 0 |
| True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics | May 19, 2025 | Mixture-of-ExpertsTime Series | —Unverified | 0 |
| Graph Neural Networks Based Anomalous RSSI Detection | May 19, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding | May 19, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| CATS: Clustering-Aggregated and Time Series for Business Customer Purchase Intention Prediction | May 19, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment | May 19, 2025 | cross-modal alignmentTime Series | —Unverified | 0 |
| Level Generation with Quantum Reservoir Computing | May 19, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| ReSW-VL: Representation Learning for Surgical Workflow Analysis Using Vision-Language Model | May 19, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Hierarchical Representations for Evolving Acyclic Vector Autoregressions (HEAVe) | May 19, 2025 | EconometricsTime Series | —Unverified | 0 |
| Alternators With Noise Models | May 18, 2025 | Density EstimationImputation | —Unverified | 0 |
| Joint Manifold Learning and Optimal Transport for Dynamic Imaging | May 17, 2025 | Time Series | CodeCode Available | 0 |
| Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting | May 17, 2025 | Computational EfficiencyRepresentation Learning | —Unverified | 0 |
| Heart2Mind: Human-Centered Contestable Psychiatric Disorder Diagnosis System using Wearable ECG Monitors | May 16, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning | May 16, 2025 | In-Context LearningTime Series | —Unverified | 0 |
| Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network | May 16, 2025 | Anomaly DetectionDecoder | —Unverified | 0 |
| Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion | May 16, 2025 | Computational EfficiencyDenoising | —Unverified | 0 |
| Foundation Time-Series AI Model for Realized Volatility Forecasting | May 16, 2025 | Incremental LearningTime Series | —Unverified | 0 |
| Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline | May 16, 2025 | AstronomyIrregular Time Series | —Unverified | 0 |