| Localized Sparse Principal Component Analysis of Multivariate Time Series in Frequency Domain | Aug 15, 2024 | EEGTime Series | —Unverified | 0 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| 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 |
| Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection | Aug 13, 2024 | Anomaly DetectionFairness | —Unverified | 0 |
| Leveraging Priors via Diffusion Bridge for Time Series Generation | Aug 13, 2024 | Data AugmentationTime Series | —Unverified | 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 |
| Inferring directed spectral information flow between mixed-frequency time series | Aug 12, 2024 | Computational EfficiencyGeophysics | CodeCode Available | 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 |
