| Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia | Feb 13, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Quantifying Cryptocurrency Unpredictability: A Comprehensive Study of Complexity and Forecasting | Feb 13, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Harnessing Vision Models for Time Series Analysis: A Survey | Feb 13, 2025 | SurveyTime Series | CodeCode Available | 2 |
| Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative | Feb 13, 2025 | ImputationTime Series | CodeCode Available | 1 |
| GenIAS: Generator for Instantiating Anomalies in time Series | Feb 12, 2025 | Anomaly DetectionDiversity | —Unverified | 0 |
| HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting | Feb 12, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series | Feb 12, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting | Feb 12, 2025 | Event DetectionTime Series | —Unverified | 0 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Exploring Patterns Behind Sports | Feb 11, 2025 | Computational EfficiencyFeature Engineering | —Unverified | 0 |
| Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs | Feb 11, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| Exoplanet Transit Candidate Identification in TESS Full-Frame Images via a Transformer-Based Algorithm | Feb 11, 2025 | Time Series | CodeCode Available | 0 |
| Time2Lang: Bridging Time-Series Foundation Models and Large Language Models for Health Sensing Beyond Prompting | Feb 11, 2025 | Time Series | CodeCode Available | 1 |
| Powerformer: A Transformer with Weighted Causal Attention for Time-series Forecasting | Feb 10, 2025 | Inductive BiasTime Series | CodeCode Available | 0 |
| TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting | Feb 10, 2025 | Representation LearningTime Series | CodeCode Available | 2 |
| Structure-preserving contrastive learning for spatial time series | Feb 10, 2025 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Investigating Compositional Reasoning in Time Series Foundation Models | Feb 9, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models | Feb 9, 2025 | Large Language ModelRAG | —Unverified | 0 |
| Flow-based Conformal Prediction for Multi-dimensional Time Series | Feb 8, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection | Feb 8, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 |
| A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction | Feb 7, 2025 | Time Series | —Unverified | 0 |
| Time Series Analysis of Rankings: A GARCH-Type Approach | Feb 7, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2 | Feb 7, 2025 | Time Series | —Unverified | 0 |
| CAMEF: Causal-Augmented Multi-Modality Event-Driven Financial Forecasting by Integrating Time Series Patterns and Salient Macroeconomic Announcements | Feb 7, 2025 | counterfactualTime Series | —Unverified | 0 |
| On the importance of structural identifiability for machine learning with partially observed dynamical systems | Feb 6, 2025 | Time SeriesTime Series Classification | CodeCode Available | 0 |