| Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems | Jul 6, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deep Contrastive One-Class Time Series Anomaly Detection | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Multivariate Time Series Anomaly Detection with Few Positive Samples | Jul 2, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs | Jun 28, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation | Jun 28, 2022 | Data AugmentationTime Series | CodeCode Available | 1 |
| Local Evaluation of Time Series Anomaly Detection Algorithms | Jun 27, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Multi-Variate Time Series Forecasting on Variable Subsets | Jun 25, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Utilizing Expert Features for Contrastive Learning of Time-Series Representations | Jun 23, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| An Open Source and Reproducible Implementation of LSTM and GRU Networks for Time Series Forecasting | Jun 22, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Epicasting: An Ensemble Wavelet Neural Network (EWNet) for Forecasting Epidemics | Jun 21, 2022 | SchedulingTime Series | CodeCode Available | 1 |
| Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification | Jun 18, 2022 | channel selectionTime Series | CodeCode Available | 1 |
| StaDRe and StaDRo: Reliability and Robustness Estimation of ML-based Forecasting using Statistical Distance Measures | Jun 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting | Jun 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations | Jun 16, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Closed-Form Diffeomorphic Transformations for Time Series Alignment | Jun 16, 2022 | CPUForm | CodeCode Available | 1 |
| MAGIC: Microlensing Analysis Guided by Intelligent Computation | Jun 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Conformal prediction set for time-series | Jun 15, 2022 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Deep Isolation Forest for Anomaly Detection | Jun 14, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Contrastive Learning for Unsupervised Domain Adaptation of Time Series | Jun 13, 2022 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers | Jun 10, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Motiflets -- Simple and Accurate Detection of Motifs in Time Series | Jun 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting | Jun 8, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| VitalDB | Jun 8, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
