| A Comprehensive Study on Various Statistical Techniques for Prediction of Movie Success | Dec 1, 2021 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Probabilistic Forecasting: A Level-Set Approach | Dec 1, 2021 | quantile regressionTime Series | —Unverified | 0 |
| Conformal Time-series Forecasting | Dec 1, 2021 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features | Dec 1, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Change Point Detection via Multivariate Singular Spectrum Analysis | Dec 1, 2021 | Change Point DetectionTime Series | —Unverified | 0 |
| Probabilistic Transformer For Time Series Analysis | Dec 1, 2021 | Human motion predictionmotion prediction | —Unverified | 0 |
| SurvODE: Extrapolating Gene Expression Distribution for Early Cancer Identification | Nov 30, 2021 | Irregular Time SeriesTime Series | —Unverified | 0 |
| Changepoint Analysis of Topic Proportions in Temporal Text Data | Nov 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Harnessing expressive capacity of Machine Learning modeling to represent complex coupling of Earth's auroral space weather regimes | Nov 29, 2021 | Multi-Task LearningPrediction | —Unverified | 0 |
| Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification | Nov 29, 2021 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| TsFeX: Contact Tracing Model using Time Series Feature Extraction and Gradient Boosting | Nov 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Self-supervised Autoregressive Domain Adaptation for Time Series Data | Nov 29, 2021 | Domain AdaptationSelf-Supervised Learning | CodeCode Available | 1 |
| Deep Decomposition for Stochastic Normal-Abnormal Transport | Nov 29, 2021 | Optical Flow EstimationTime Series | —Unverified | 0 |
| NeuralProphet: Explainable Forecasting at Scale | Nov 29, 2021 | Decision MakingPhilosophy | CodeCode Available | 2 |
| Improving Deep Learning Interpretability by Saliency Guided Training | Nov 29, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| Learning Wildfire Model from Incomplete State Observations | Nov 28, 2021 | Managementmodel | —Unverified | 0 |
| Achieving an Accurate Random Process Model for PV Power using Cheap Data: Leveraging the SDE and Public Weather Reports | Nov 27, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Factor-augmented tree ensembles | Nov 27, 2021 | Ensemble Learningregression | CodeCode Available | 0 |
| Correlation Based Feature Subset Selection for Multivariate Time-Series Data | Nov 26, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SARS-CoV-2 Dissemination using a Network of the United States Counties | Nov 26, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping | Nov 26, 2021 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| A Variational Inference Approach to Inverse Problems with Gamma Hyperpriors | Nov 26, 2021 | Model SelectionTime Series | —Unverified | 0 |
| Wavelet‐attention‐based traffic prediction for smart cities | Nov 25, 2021 | PredictionTime Series | —Unverified | 0 |
| Expert Aggregation for Financial Forecasting | Nov 25, 2021 | BIG-bench Machine LearningMixture-of-Experts | —Unverified | 0 |
| Learning dynamical systems from data: A simple cross-validation perspective, part III: Irregularly-Sampled Time Series | Nov 25, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| 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 |