| 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 |
| Nonlinear proper orthogonal decomposition for convection-dominated flows | Oct 15, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction | Oct 15, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| 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 |
| Real-time Drift Detection on Time-series Data | Oct 12, 2021 | Drift DetectionTime 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 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Novel Features for Time Series Analysis: A Complex Networks Approach | Oct 11, 2021 | ClusteringTime Series | CodeCode Available | 1 |
| Time Series Analysis via Network Science: Concepts and Algorithms | Oct 11, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TCube: Domain-Agnostic Neural Time-series Narration | Oct 11, 2021 | EpidemiologyKnowledge Graphs | CodeCode Available | 1 |
| Role of assortativity in predicting burst synchronization using echo state network | Oct 11, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets | Oct 10, 2021 | ClassificationTime Series | —Unverified | 0 |
| Nonparametric Tests of Conditional Independence for Time Series | Oct 10, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Long Expressive Memory for Sequence Modeling | Oct 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Probabilistic prediction of the heave motions of a semi-submersible by a deep learning problem model | Oct 9, 2021 | Motion Compensationmotion prediction | CodeCode Available | 0 |
| Space-Time-Separable Graph Convolutional Network for Pose Forecasting | Oct 9, 2021 | Human Pose ForecastingSTS | CodeCode Available | 1 |
| Topological Data Analysis (TDA) Techniques Enhance Hand Pose Classification from ECoG Neural Recordings | Oct 9, 2021 | Brain Computer InterfaceFeature Importance | —Unverified | 0 |
| Cross-modal Knowledge Distillation for Vision-to-Sensor Action Recognition | Oct 8, 2021 | Action RecognitionActivity Recognition | CodeCode Available | 0 |
| Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection | Oct 8, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Subspace Change-Point Detection via Low-Rank Matrix Factorisation | Oct 8, 2021 | Change Point DetectionTime Series | —Unverified | 0 |
| Joint Normality Test Via Two-Dimensional Projection | Oct 8, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sentinel 2 Time Series Analysis with 3D Feature Pyramid Network and Time Domain Class Activation Intervals for Crop Mapping | Oct 7, 2021 | Semantic SegmentationTime Series | CodeCode Available | 0 |
| EEG functional connectivity and deep learning for automatic diagnosis of brain disorders: Alzheimer's disease and schizophrenia | Oct 7, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Generative Pre-Trained Transformer for Cardiac Abnormality Detection | Oct 7, 2021 | Anomaly DetectionClassification | —Unverified | 0 |
| 5G Traffic Prediction with Time Series Analysis | Oct 7, 2021 | ClassificationPrediction | —Unverified | 0 |
| A Meta-learning Approach to Reservoir Computing: Time Series Prediction with Limited Data | Oct 7, 2021 | Meta-LearningTime Series | —Unverified | 0 |
| PRRS Outbreak Prediction via Deep Switching Auto-Regressive Factorization Modeling | Oct 7, 2021 | PredictionTime Series | —Unverified | 0 |
| Time Series Forecasting Using Manifold Learning | Oct 7, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Darts: User-Friendly Modern Machine Learning for Time Series | Oct 7, 2021 | BIG-bench Machine LearningMeta-Learning | —Unverified | 0 |
| Automated Testing of AI Models | Oct 7, 2021 | FairnessSpeech-to-Text | —Unverified | 0 |