| Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection | Aug 13, 2024 | Anomaly DetectionFairness | —Unverified | 0 |
| Unleashing The Power of Pre-Trained Language Models for Irregularly Sampled Time Series | Aug 12, 2024 | Time SeriesTime Series Analysis | —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 |
| 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 |
| Change-Point Detection in Time Series Using Mixed Integer Programming | Aug 11, 2024 | Change Point Detectionregression | —Unverified | 0 |
| Strong denoising of financial time-series | Aug 11, 2024 | DenoisingTime Series | —Unverified | 0 |
| An End-to-End Model for Time Series Classification In the Presence of Missing Values | Aug 11, 2024 | ClassificationImputation | —Unverified | 0 |
| Predicting Chaotic System Behavior using Machine Learning Techniques | Aug 11, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Detecting Masquerade Attacks in Controller Area Networks Using Graph Machine Learning | Aug 10, 2024 | Intrusion DetectionTime 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 |
| ARMA-Design: Optimal Treatment Allocation Strategies for A/B Testing in Partially Observable Time Series Experiments | Aug 9, 2024 | Time Series | CodeCode Available | 0 |
| Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks | Aug 8, 2024 | Crime PredictionTime Series | —Unverified | 0 |
| Anomaly Prediction: A Novel Approach with Explicit Delay and Horizon | Aug 8, 2024 | Anomaly DetectionPrediction | —Unverified | 0 |
| Generating Fine-Grained Causality in Climate Time Series Data for Forecasting and Anomaly Detection | Aug 8, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Inter-Series Transformer: Attending to Products in Time Series Forecasting | Aug 7, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| Activations Through Extensions: A Framework To Boost Performance Of Neural Networks | Aug 7, 2024 | Time Series | —Unverified | 0 |
| Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions | Aug 7, 2024 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting | Aug 7, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Comparative analysis of stationarity for Bitcoin and the S&P500 | Aug 6, 2024 | Time Series | —Unverified | 0 |
| Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNs | Aug 6, 2024 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Can LLMs Serve As Time Series Anomaly Detectors? | Aug 6, 2024 | Anomaly DetectionIn-Context Learning | —Unverified | 0 |
| Spacecraft inertial parameters estimation using time series clustering and reinforcement learning | Aug 6, 2024 | ClusteringTime Series | —Unverified | 0 |
| Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting Algorithms | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |