| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Neural ODEs as Feedback Policies for Nonlinear Optimal Control | Oct 20, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Soil moisture estimation from Sentinel-1 interferometric observations over arid regions | Oct 18, 2022 | Soil moisture estimationTime Series | CodeCode Available | 1 |
| Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling | Oct 18, 2022 | ImputationIrregular Time Series | CodeCode Available | 1 |
| TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis | Oct 18, 2022 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Dynamic Topological Data Analysis of Functional Human Brain Networks | Oct 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning | Oct 13, 2022 | Data AugmentationTime Series | CodeCode Available | 1 |
| A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID | Oct 13, 2022 | ManagementTime Series | CodeCode Available | 1 |
| Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting | Oct 12, 2022 | Graph GenerationGraph structure learning | CodeCode Available | 1 |
| Deep Counterfactual Estimation with Categorical Background Variables | Oct 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
