| Neural network stochastic differential equation models with applications to financial data forecasting | Nov 25, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Deep Learning Approach for Macroscopic Energy Consumption Prediction with Microscopic Quality for Electric Vehicles | Nov 25, 2021 | Decision MakingFeature Engineering | —Unverified | 0 |
| Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks | Nov 24, 2021 | ClassificationTime Series | —Unverified | 0 |
| tsflex: flexible time series processing & feature extraction | Nov 24, 2021 | ChunkingTime Series | CodeCode Available | 1 |
| Animal behavior classification via deep learning on embedded systems | Nov 24, 2021 | ClassificationDeep Learning | —Unverified | 0 |
| Modeling Irregular Time Series with Continuous Recurrent Units | Nov 22, 2021 | DecoderIrregular Time Series | CodeCode Available | 1 |
| 4D iterative reconstruction of brain fMRI in the moving fetus | Nov 22, 2021 | Functional ConnectivityTime Series | —Unverified | 0 |
| Light-weight Gesture Sensing Using FMCW Radar Time Series Data | Nov 22, 2021 | Raspberry Pi 3Time Series | —Unverified | 0 |
| Time Series Prediction about Air Quality using LSTM-Based Models: A Systematic Mapping | Nov 22, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version | Nov 22, 2021 | DiversityOutlier Detection | —Unverified | 0 |
| Learning Non-Stationary Time-Series with Dynamic Pattern Extractions | Nov 20, 2021 | Decision MakingDynamic Time Warping | —Unverified | 0 |
| Vehicular Visible Light Communications Noise Analysis and Autoencoder Based Denoising | Nov 20, 2021 | DenoisingTime Series | —Unverified | 0 |
| Unsupervised Visual Time-Series Representation Learning and Clustering | Nov 19, 2021 | Autonomous DrivingClustering | —Unverified | 0 |
| How News Evolves? Modeling News Text and Coverage using Graphs and Hawkes Process | Nov 18, 2021 | ArticlesTime Series | —Unverified | 0 |
| Causal Forecasting:Generalization Bounds for Autoregressive Models | Nov 18, 2021 | Learning TheoryTime Series | CodeCode Available | 1 |
| DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behavior | Nov 18, 2021 | Anomaly DetectionAutonomous Driving | —Unverified | 0 |
| A transformer-based model for default prediction in mid-cap corporate markets | Nov 18, 2021 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | —Unverified | 0 |
| GAETS: A Graph Autoencoder Time Series Approach Towards Battery Parameter Estimation | Nov 17, 2021 | parameter estimationTime Series | —Unverified | 0 |
| Smart Data Representations: Impact on the Accuracy of Deep Neural Networks | Nov 17, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | Nov 16, 2021 | BIG-bench Machine LearningCirculatory Failure | CodeCode Available | 1 |
| Graph neural network-based fault diagnosis: a review | Nov 16, 2021 | Fault DiagnosisGraph Attention | —Unverified | 0 |
| Online Advertising Revenue Forecasting: An Interpretable Deep Learning Approach | Nov 16, 2021 | Deep LearningTime Series | —Unverified | 0 |
| Outlier Detection as Instance Selection Method for Feature Selection in Time Series Classification | Nov 16, 2021 | feature selectionOutlier Detection | —Unverified | 0 |
| Towards Generating Real-World Time Series Data | Nov 16, 2021 | DecoderGenerative Adversarial Network | CodeCode Available | 1 |
| Switching Recurrent Kalman Networks | Nov 16, 2021 | Autonomous DrivingTime Series | —Unverified | 0 |