| Frequency-Aware Attention-LSTM for PM_2.5 Time Series Forecasting | Mar 31, 2025 | Air Pollution PredictionDecision Making | —Unverified | 0 |
| CITRAS: Covariate-Informed Transformer for Time Series Forecasting | Mar 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Comparison of Parametric Dynamic Mode Decomposition Algorithms for Thermal-Hydraulics Applications | Mar 31, 2025 | Time Series | CodeCode Available | 0 |
| Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting | Mar 30, 2025 | AllBenchmarking | —Unverified | 0 |
| The geomagnetic storm and Kp prediction using Wasserstein transformer | Mar 29, 2025 | Time Series | —Unverified | 0 |
| Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains | Mar 29, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting | Mar 29, 2025 | Sentiment AnalysisTime Series | —Unverified | 0 |
| DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation | Mar 28, 2025 | graph constructionGraph Learning | —Unverified | 0 |
| MASCOTS: Model-Agnostic Symbolic COunterfactual explanations for Time Series | Mar 28, 2025 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Fuzzy Cluster-Aware Contrastive Clustering for Time Series | Mar 28, 2025 | ClusteringContrastive Learning | CodeCode Available | 0 |
| tempdisagg: A Python Framework for Temporal Disaggregation of Time Series Data | Mar 28, 2025 | ImputationMissing Values | CodeCode Available | 1 |
| Long-Term Electricity Demand Prediction Using Non-negative Tensor Factorization and Genetic Algorithm-Driven Temporal Modeling | Mar 28, 2025 | Tensor DecompositionTime Series | —Unverified | 0 |
| LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence | Mar 27, 2025 | Demand ForecastingTime Series | —Unverified | 0 |
| Retrieving Time-Series Differences Using Natural Language Queries | Mar 27, 2025 | Contrastive LearningNatural Language Queries | —Unverified | 0 |
| Multimodal Data Integration for Sustainable Indoor Gardening: Tracking Anyplant with Time Series Foundation Model | Mar 27, 2025 | Data IntegrationPlant Phenotyping | —Unverified | 0 |
| Data-Driven Extreme Response Estimation | Mar 27, 2025 | Time Series | —Unverified | 0 |
| Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting | Mar 27, 2025 | Conformal PredictionLoad Forecasting | —Unverified | 0 |
| Probabilistic Functional Neural Networks | Mar 27, 2025 | Time Series | —Unverified | 0 |
| Adaptive State-Space Mamba for Real-Time Sensor Data Anomaly Detection | Mar 26, 2025 | Anomaly DetectionMamba | —Unverified | 0 |
| Refining Time Series Anomaly Detectors using Large Language Models | Mar 26, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models | Mar 26, 2025 | Federated Learningimage-classification | CodeCode Available | 0 |
| Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques | Mar 26, 2025 | ManagementMissing Values | —Unverified | 0 |
| Physics-Informed Neural Networks with Unknown Partial Differential Equations: an Application in Multivariate Time Series | Mar 26, 2025 | Time SeriesUncertainty Quantification | —Unverified | 0 |
| Revisit Time Series Classification Benchmark: The Impact of Temporal Information for Classification | Mar 26, 2025 | ClassificationTime Series | CodeCode Available | 0 |
| Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms | Mar 25, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |