| Quantifying Cryptocurrency Unpredictability: A Comprehensive Study of Complexity and Forecasting | Feb 13, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative | Feb 13, 2025 | ImputationTime Series | CodeCode Available | 1 |
| Harnessing Vision Models for Time Series Analysis: A Survey | Feb 13, 2025 | SurveyTime Series | CodeCode Available | 2 |
| Relational Conformal Prediction for Correlated Time Series | Feb 13, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| GenIAS: Generator for Instantiating Anomalies in time Series | Feb 12, 2025 | Anomaly DetectionDiversity | —Unverified | 0 |
| Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series | Feb 12, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting | Feb 12, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| 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 |
| Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2 | 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 |
| 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 |
| Making Sense of Touch: Unsupervised Shapelet Learning in Bag-of-words Sense | Feb 6, 2025 | Time Series | —Unverified | 0 |
| A Pseudo Markov-Chain Model and Time-Elapsed Measures of Mobility from Collective Data | Feb 6, 2025 | Time Series | —Unverified | 0 |
| Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting | Feb 6, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification | Feb 6, 2025 | Electrocardiography (ECG)Graph Learning | CodeCode Available | 1 |
| XMTC: Explainable Early Classification of Multivariate Time Series in Reach-to-Grasp Hand Kinematics | Feb 6, 2025 | Early ClassificationTime Series | —Unverified | 0 |
| PINT: Physics-Informed Neural Time Series Models with Applications to Long-term Inference on WeatherBench 2m-Temperature Data | Feb 6, 2025 | BenchmarkingTime Series | CodeCode Available | 0 |
| General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data | Feb 5, 2025 | Anomaly DetectionImputation | —Unverified | 0 |
| TopoCL: Topological Contrastive Learning for Time Series | Feb 5, 2025 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Benchmarking Time Series Forecasting Models: From Statistical Techniques to Foundation Models in Real-World Applications | Feb 5, 2025 | BenchmarkingFeature Engineering | —Unverified | 0 |
| CAPE: Covariate-Adjusted Pre-Training for Epidemic Time Series Forecasting | Feb 5, 2025 | Decision MakingTime Series | —Unverified | 0 |
| Panel Data Estimation and Inference: Homogeneity versus Heterogeneity | Feb 5, 2025 | Time Series | —Unverified | 0 |
| Calibrated Unsupervised Anomaly Detection in Multivariate Time-series using Reinforcement Learning | Feb 5, 2025 | Anomaly DetectionReinforcement Learning (RL) | —Unverified | 0 |
| Rule-based Evolving Fuzzy System for Time Series Forecasting: New Perspectives Based on Type-2 Fuzzy Sets Measures Approach | Feb 5, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations | Feb 4, 2025 | SensitivityTime Series | —Unverified | 0 |
| LAST SToP For Modeling Asynchronous Time Series | Feb 4, 2025 | Anomaly DetectionImputation | —Unverified | 0 |
| Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting | Feb 4, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| Position: Empowering Time Series Reasoning with Multimodal LLMs | Feb 3, 2025 | Decision MakingMultimodal Reasoning | —Unverified | 0 |
| Forecasting VIX using interpretable Kolmogorov-Arnold networks | Feb 3, 2025 | Kolmogorov-Arnold NetworksTime Series | —Unverified | 0 |
| Error-quantified Conformal Inference for Time Series | Feb 2, 2025 | PredictionTime Series | CodeCode Available | 1 |
| Sundial: A Family of Highly Capable Time Series Foundation Models | Feb 2, 2025 | Representation LearningTime Series | CodeCode Available | 4 |
| Using Causality for Enhanced Prediction of Web Traffic Time Series | Feb 2, 2025 | Anomaly DetectionFraud Detection | —Unverified | 0 |
| TrojanTime: Backdoor Attacks on Time Series Classification | Feb 2, 2025 | ClassificationData Poisoning | —Unverified | 0 |
| Role of Mixup in Topological Persistence Based Knowledge Distillation for Wearable Sensor Data | Feb 2, 2025 | Data AugmentationKnowledge Distillation | —Unverified | 0 |
| Learning to Fuse Temporal Proximity Networks: A Case Study in Chimpanzee Social Interactions | Feb 1, 2025 | Time Series | —Unverified | 0 |
| Examining the Impact of Income Inequality and Gender on School Completion in Malaysia: A Machine Learning Approach Utilizing Malaysia's Public Sector Open Data | Jan 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |