| A surrogate gradient spiking baseline for speech command recognition | Aug 22, 2022 | Audio ClassificationTime Series | CodeCode Available | 1 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Stop&Hop: Early Classification of Irregular Time Series | Aug 21, 2022 | Early ClassificationGeneral Classification | CodeCode Available | 1 |
| From Time Series to Networks in R with the ts2net Package | Aug 20, 2022 | Graph MiningTime Series | CodeCode Available | 1 |
| An Unsupervised Short- and Long-Term Mask Representation for Multivariate Time Series Anomaly Detection | Aug 19, 2022 | Anomaly DetectionRepresentation Learning | CodeCode Available | 1 |
| Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer | Aug 19, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Simulation-Informed Revenue Extrapolation with Confidence Estimate for Scaleup Companies Using Scarce Time-Series Data | Aug 19, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Efficient data-driven gap filling of satellite image time series using deep neural networks with partial convolutions | Aug 18, 2022 | Image InpaintingTime Series | CodeCode Available | 1 |
| Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk | Aug 16, 2022 | quantile regressionregression | CodeCode Available | 1 |
| Feature-Based Time-Series Analysis in R using the theft Package | Aug 12, 2022 | Data VisualizationTime Series | CodeCode Available | 1 |
| TSInterpret: A unified framework for time series interpretability | Aug 10, 2022 | Interpretable Machine LearningTime Series | CodeCode Available | 1 |
| Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting | Aug 5, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Detecting Multivariate Time Series Anomalies with Zero Known Label | Aug 3, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction | Aug 1, 2022 | PredictionStock Price Prediction | CodeCode Available | 1 |
| ClaSP -- Parameter-free Time Series Segmentation | Jul 28, 2022 | Change Point DetectionSegmentation | CodeCode Available | 1 |
| A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting | Jul 28, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification | Jul 25, 2022 | ClassificationExplainable Models | CodeCode Available | 1 |
| Benchmark time series data sets for PyTorch -- the torchtime package | Jul 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection | Jul 25, 2022 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect | Jul 22, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Transfer learning for time series classification using synthetic data generation | Jul 16, 2022 | Classificationregression | CodeCode Available | 1 |
| MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images | Jul 14, 2022 | Mortality PredictionPhenotype classification | CodeCode Available | 1 |
| Memory-free Online Change-point Detection: A Novel Neural Network Approach | Jul 8, 2022 | Change Point DetectionTime Series | CodeCode Available | 1 |
| Don't Pay Attention to the Noise: Learning Self-supervised Representations of Light Curves with a Denoising Time Series Transformer | Jul 6, 2022 | DenoisingTime Series | CodeCode Available | 1 |
