| Ultralow-dimensionality reduction for identifying critical transitions by spatial-temporal PCA | Jan 22, 2025 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting | Jan 22, 2025 | Quantum Machine LearningTime Series | —Unverified | 0 |
| T-Graphormer: Using Transformers for Spatiotemporal Forecasting | Jan 22, 2025 | Time SeriesTraffic Prediction | CodeCode Available | 0 |
| A Bayesian Modelling Framework with Model Comparison for Epidemics with Super-Spreading | Jan 22, 2025 | Model SelectionTime Series | CodeCode Available | 0 |
| Investigating Market Strength Prediction with CNNs on Candlestick Chart Images | Jan 21, 2025 | Time Series | —Unverified | 0 |
| Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism | Jan 21, 2025 | Federated LearningNetwork Embedding | —Unverified | 0 |
| A causal learning approach to in-orbit inertial parameter estimation for multi-payload deployers | Jan 21, 2025 | parameter estimationTime Series | —Unverified | 0 |
| Heterogeneous Federated Learning System for Sparse Healthcare Time-Series Prediction | Jan 21, 2025 | Federated LearningPrediction | —Unverified | 0 |
| Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions | Jan 21, 2025 | State Space ModelsStructural Health Monitoring | —Unverified | 0 |
| Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks | Jan 20, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Collaborative Imputation of Urban Time Series through Cross-city Meta-learning | Jan 20, 2025 | ImputationMeta-Learning | —Unverified | 0 |
| Unsupervised Learning in Echo State Networks for Input Reconstruction | Jan 20, 2025 | Time Series | —Unverified | 0 |
| The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning | Jan 17, 2025 | PredictionTime Series | —Unverified | 0 |
| SpaceTime: Causal Discovery from Non-Stationary Time Series | Jan 17, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Uncertainty-Aware Digital Twins: Robust Model Predictive Control using Time-Series Deep Quantile Learning | Jan 17, 2025 | Decision MakingModel Predictive Control | —Unverified | 0 |
| Crossing penalised CAViaR | Jan 17, 2025 | Time Series | —Unverified | 0 |
| Adaptive Law-Based Transformation (ALT): A Lightweight Feature Representation for Time Series Classification | Jan 16, 2025 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| The Response of Farmer Welfares Amidst Food Prices Shock and Inflation in the Province of East Java | Jan 15, 2025 | Time Series | —Unverified | 0 |
| Transformer-based Multivariate Time Series Anomaly Localization | Jan 15, 2025 | Anomaly DetectionAnomaly Localization | —Unverified | 0 |
| CT-PatchTST: Channel-Time Patch Time-Series Transformer for Long-Term Renewable Energy Forecasting | Jan 15, 2025 | Time Series | —Unverified | 0 |
| A Novel Multiple Interval Prediction Method for Electricity Prices based on Scenarios Generation: Definition and Method | Jan 15, 2025 | DiversityGenerative Adversarial Network | —Unverified | 0 |
| Scenarios Generation-based Multiple Interval Prediction Method for Electricity Prices | Jan 15, 2025 | DiversityGenerative Adversarial Network | —Unverified | 0 |
| Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning | Jan 15, 2025 | Generative Adversarial NetworkSynthetic Data Generation | —Unverified | 0 |
| Kolmogorov-Arnold Networks for Time Series Granger Causality Inference | Jan 15, 2025 | Causal InferenceKolmogorov-Arnold Networks | —Unverified | 0 |
| Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin | Jan 14, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |