| Simple Models and Biased Forecasts | Feb 14, 2022 | State Space ModelsTime Series | —Unverified | 0 |
| Recurrent Neural Networks for Dynamical Systems: Applications to Ordinary Differential Equations, Collective Motion, and Hydrological Modeling | Feb 14, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sequential Monte Carlo With Model Tempering | Feb 14, 2022 | modelTime Series | —Unverified | 0 |
| Feature Construction and Selection for PV Solar Power Modeling | Feb 13, 2022 | BIG-bench Machine Learningfeature selection | —Unverified | 0 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Mixture of Online and Offline Experts for Non-stationary Time Series | Feb 12, 2022 | Time SeriesTransfer Learning | CodeCode Available | 0 |
| Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data | Feb 11, 2022 | Functional ConnectivityL2 Regularization | CodeCode Available | 1 |
| Wind power ramp prediction algorithm based on wavelet deep belief network | Feb 11, 2022 | feature selectionPrediction | —Unverified | 0 |
| Fitting Sparse Markov Models to Categorical Time Series Using Regularization | Feb 11, 2022 | Model SelectionTime Series | —Unverified | 0 |
| Active Privacy-Utility Trade-off Against Inference in Time-Series Data Sharing | Feb 11, 2022 | Action DetectionActivity Detection | —Unverified | 0 |
| SleepPPG-Net: a deep learning algorithm for robust sleep staging from continuous photoplethysmography | Feb 11, 2022 | ManagementPhotoplethysmography (PPG) | —Unverified | 0 |
| Evaluation of post-hoc interpretability methods in time-series classification | Feb 11, 2022 | ClassificationTime Series | CodeCode Available | 1 |
| Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data | Feb 11, 2022 | Anomaly DetectionChange Point Detection | —Unverified | 0 |
| Two-Stage Deep Anomaly Detection with Heterogeneous Time Series Data | Feb 10, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Case-based reasoning for rare events prediction on strategic sites | Feb 10, 2022 | Irregular Time SeriesPrediction | —Unverified | 0 |
| Learning Latent Causal Dynamics | Feb 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Spectral Propagation Graph Network for Few-shot Time Series Classification | Feb 8, 2022 | ClassificationTime Series | —Unverified | 0 |
| The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting | Feb 8, 2022 | modelTime Series | —Unverified | 0 |
| Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion | Feb 8, 2022 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods | Feb 8, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting Anomalies within Time Series using Local Neural Transformations | Feb 8, 2022 | Anomaly DetectionEpidemiology | CodeCode Available | 1 |
| KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting | Feb 8, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time Series Anomaly Detection by Cumulative Radon Features | Feb 8, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series | Feb 7, 2022 | Causal InferenceTime Series | CodeCode Available | 0 |