| Classification of High-dimensional Time Series in Spectral Domain using Explainable Features | Aug 15, 2024 | EEGfeature selection | —Unverified | 0 |
| Localized Sparse Principal Component Analysis of Multivariate Time Series in Frequency Domain | Aug 15, 2024 | EEGTime Series | —Unverified | 0 |
| Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks | Aug 15, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| DeNOTS: Stable Deep Neural ODEs for Time Series | Aug 15, 2024 | Irregular Time SeriesState Space Models | —Unverified | 0 |
| System States Forecasting of Microservices with Dynamic Spatio-Temporal Data | Aug 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| RandomNet: Clustering Time Series Using Untrained Deep Neural Networks | Aug 15, 2024 | ClusteringTime Series | CodeCode Available | 0 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis | Aug 14, 2024 | Anomaly DetectionBoundary Detection | CodeCode Available | 2 |
| LiPCoT: Linear Predictive Coding based Tokenizer for Self-supervised Learning of Time Series Data via Language Models | Aug 14, 2024 | EEGSelf-Supervised Learning | CodeCode Available | 0 |
| Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis | Aug 14, 2024 | Adversarial RobustnessKolmogorov-Arnold Networks | CodeCode Available | 0 |
| Leveraging Priors via Diffusion Bridge for Time Series Generation | Aug 13, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection | Aug 13, 2024 | Anomaly DetectionFairness | —Unverified | 0 |
| Anomaly Detection in Time Series of EDFA Pump Currents to Monitor Degeneration Processes using Fuzzy Clustering | Aug 12, 2024 | Anomaly DetectionChange Detection | —Unverified | 0 |
| Unleashing The Power of Pre-Trained Language Models for Irregularly Sampled Time Series | Aug 12, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Inferring directed spectral information flow between mixed-frequency time series | Aug 12, 2024 | Computational EfficiencyGeophysics | CodeCode Available | 0 |
| Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach | Aug 12, 2024 | global-optimizationTime Series | —Unverified | 0 |
| Predicting Chaotic System Behavior using Machine Learning Techniques | Aug 11, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Change-Point Detection in Time Series Using Mixed Integer Programming | Aug 11, 2024 | Change Point Detectionregression | —Unverified | 0 |
| An End-to-End Model for Time Series Classification In the Presence of Missing Values | Aug 11, 2024 | ClassificationImputation | —Unverified | 0 |
| Strong denoising of financial time-series | Aug 11, 2024 | DenoisingTime Series | —Unverified | 0 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 |
| Detecting Masquerade Attacks in Controller Area Networks Using Graph Machine Learning | Aug 10, 2024 | Intrusion DetectionTime Series | CodeCode Available | 0 |
| ARMA-Design: Optimal Treatment Allocation Strategies for A/B Testing in Partially Observable Time Series Experiments | Aug 9, 2024 | Time Series | CodeCode Available | 0 |
| An Evaluation of Standard Statistical Models and LLMs on Time Series Forecasting | Aug 9, 2024 | Sentiment AnalysisText Generation | CodeCode Available | 0 |
| Exploring Scalability in Large-Scale Time Series in DeepVATS framework | Aug 8, 2024 | Deep LearningTime Series | CodeCode Available | 1 |