| A novel stochastic model based on echo state networks for hydrological time series forecasting | Oct 16, 2021 | ManagementNetwork Embedding | —Unverified | 0 |
| The elastic origins of tail asymmetry | Oct 16, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Semimartingale and continuous-time Markov chain approximation for rough stochastic local volatility models | Oct 15, 2021 | CPUTime Series | —Unverified | 0 |
| SleepPriorCL: Contrastive Representation Learning with Prior Knowledge-based Positive Mining and Adaptive Temperature for Sleep Staging | Oct 15, 2021 | Representation LearningSelf-Supervised Learning | —Unverified | 0 |
| Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction | Oct 15, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Nonlinear proper orthogonal decomposition for convection-dominated flows | Oct 15, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Probabilistic Time Series Forecasts with Autoregressive Transformation Models | Oct 15, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time Series | Oct 15, 2021 | ClassificationCrop Classification | CodeCode Available | 1 |
| On the Quality of Deep Representations for Kepler Light Curves Using Variational Auto-Encoders | Oct 14, 2021 | AstronomyDisentanglement | CodeCode Available | 0 |
| A Two-layer Approach for Estimating Behind-the-Meter PV Generation Using Smart Meter Data | Oct 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Semi-Supervised Approach for Abnormal Event Prediction on Large Operational Network Time-Series Data | Oct 14, 2021 | Anomaly DetectionEvent Detection | —Unverified | 0 |
| Time Series Clustering for Human Behavior Pattern Mining | Oct 14, 2021 | ClusteringHuman Dynamics | —Unverified | 0 |
| On Adversarial Vulnerability of PHM algorithms: An Initial Study | Oct 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance | Oct 14, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| On the difficulty of learning chaotic dynamics with RNNs | Oct 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting | Oct 13, 2021 | DecoderTime Series | CodeCode Available | 0 |
| Bundle Networks: Fiber Bundles, Local Trivializations, and a Generative Approach to Exploring Many-to-one Maps | Oct 13, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Metric Learning with Locality Sensitive Angular Loss for Self-Correcting Source Separation of Neural Spiking Signals | Oct 13, 2021 | Metric LearningTime Series | —Unverified | 0 |
| Dynamical Wasserstein Barycenters for Time-series Modeling | Oct 13, 2021 | State EstimationTime Series | CodeCode Available | 1 |
| Detecting Slag Formations with Deep Convolutional Neural Networks | Oct 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| The Sigma-max System Induced from Randomness & Fuzziness and its Application in Time Series Prediction | Oct 12, 2021 | Stock Price PredictionTime Series | —Unverified | 0 |
| A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids | Oct 12, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Causal Discovery from Conditionally Stationary Time Series | Oct 12, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Real-time Drift Detection on Time-series Data | Oct 12, 2021 | Drift DetectionTime Series | —Unverified | 0 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |