| TACTiS: Transformer-Attentional Copulas for Time Series | Feb 7, 2022 | Decision MakingDecoder | CodeCode Available | 1 |
| Structured Time Series Prediction without Structural Prior | Feb 7, 2022 | Domain AdaptationPrediction | CodeCode Available | 1 |
| Detecting Structural Breaks in Foreign Exchange Markets by using the group LASSO technique | Feb 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Threshold Asymmetric Conditional Autoregressive Range (TACARR) Model | Feb 7, 2022 | modelTime Series | —Unverified | 0 |
| Robust Anomaly Detection for Time-series Data | Feb 6, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network | Feb 6, 2022 | Data AugmentationDimensionality Reduction | CodeCode Available | 2 |
| On Neural Differential Equations | Feb 4, 2022 | Irregular Time SeriesSymbolic Regression | CodeCode Available | 5 |
| Deep Dynamic Effective Connectivity Estimation from Multivariate Time Series | Feb 4, 2022 | Connectivity EstimationLink Prediction | —Unverified | 0 |
| Functional Mixtures-of-Experts | Feb 4, 2022 | Clusteringparameter estimation | —Unverified | 0 |
| Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series | Feb 4, 2022 | DecoderModel Selection | —Unverified | 0 |
| Evaluating conditional covariance estimates via a new targeting approach and a networks-based analysis | Feb 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detecting Distributional Differences in Labeled Sequence Data with Application to Tropical Cyclone Satellite Imagery | Feb 4, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Introducing Block-Toeplitz Covariance Matrices to Remaster Linear Discriminant Analysis for Event-related Potential Brain-computer Interfaces | Feb 4, 2022 | Binary ClassificationClassification | CodeCode Available | 0 |
| Decoupling Local and Global Representations of Time Series | Feb 4, 2022 | counterfactualTime Series | CodeCode Available | 1 |
| COVID-19 Hospitalizations Forecasts Using Internet Search Data | Feb 3, 2022 | Decision MakingTime Series | —Unverified | 0 |
| CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting | Feb 3, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 2 |
| Review of automated time series forecasting pipelines | Feb 3, 2022 | AutoMLFeature Engineering | —Unverified | 0 |
| ETSformer: Exponential Smoothing Transformers for Time-series Forecasting | Feb 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Robust Audio Anomaly Detection | Feb 3, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Skeleton-Based Action Segmentation with Multi-Stage Spatial-Temporal Graph Convolutional Neural Networks | Feb 3, 2022 | Action SegmentationSkeleton Based Action Segmentation | CodeCode Available | 1 |
| 2T-POT Hawkes model for left- and right-tail conditional quantile forecasts of financial log-returns: out-of-sample comparison of conditional EVT models | Feb 2, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Experimental Investigation of Variational Mode Decomposition and Deep Learning for Short-Term Multi-horizon Residential Electric Load Forecasting | Feb 1, 2022 | Deep LearningLoad Forecasting | —Unverified | 0 |
| A Machine Learning Smartphone-based Sensing for Driver Behavior Classification | Feb 1, 2022 | Autonomous DrivingBIG-bench Machine Learning | —Unverified | 0 |
| Semantic of Cloud Computing services for Time Series workflows | Feb 1, 2022 | Cloud ComputingTime Series | —Unverified | 0 |
| Comparative Study of Machine Learning Models for Stock Price Prediction | Jan 31, 2022 | BIG-bench Machine LearningStock Price Prediction | —Unverified | 0 |
| Similarity Learning based Few Shot Learning for ECG Time Series Classification | Jan 31, 2022 | Dynamic Time WarpingFew-Shot Learning | CodeCode Available | 1 |
| Partial Sum Processes of Residual-Based and Wald-type Break-Point Statistics in Time Series Regression Models | Jan 31, 2022 | regressionTime Series | —Unverified | 0 |
| A General Description of Growth Trends | Jan 31, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Imbedding Deep Neural Networks | Jan 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Designing Universal Causal Deep Learning Models: The Geometric (Hyper)Transformer | Jan 31, 2022 | Deep LearningTime Series | —Unverified | 0 |
| FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Spherical Convolution empowered FoV Prediction in 360-degree Video Multicast with Limited FoV Feedback | Jan 29, 2022 | PredictionSaliency Detection | CodeCode Available | 0 |
| Unifying Pairwise Interactions in Complex Dynamics | Jan 28, 2022 | Causal InferenceTime Series | CodeCode Available | 2 |
| Time-Series Anomaly Detection with Implicit Neural Representation | Jan 28, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Cause-Effect Preservation and Classification using Neurochaos Learning | Jan 28, 2022 | ClassificationTime Series | —Unverified | 0 |
| The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier | Jan 28, 2022 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Unsupervised Change Detection using DRE-CUSUM | Jan 27, 2022 | Change DetectionDensity Ratio Estimation | —Unverified | 0 |
| Robust Augmentation for Multivariate Time Series Classification | Jan 27, 2022 | ClassificationTime Series | —Unverified | 0 |
| Stochastic Identification-based Active Sensing Acousto-Ultrasound SHM Using Stationary Time Series Models | Jan 26, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| S^3NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural Networks | Jan 26, 2022 | Efficient Neural NetworkTime Series | —Unverified | 0 |
| Learning Mixtures of Linear Dynamical Systems | Jan 26, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Little Help Makes a Big Difference: Leveraging Active Learning to Improve Unsupervised Time Series Anomaly Detection | Jan 25, 2022 | Active LearningAnomaly Detection | —Unverified | 0 |
| Regime recovery using implied volatility in Markov modulated market model | Jan 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Estimating and backtesting risk under heavy tails | Jan 25, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Differentially-Private Heat and Electricity Markets Coordination | Jan 25, 2022 | Privacy PreservingTime Series | —Unverified | 0 |
| Multiscaling and rough volatility: an empirical investigation | Jan 25, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Neural Information Squeezer for Causal Emergence | Jan 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Time-Series K-means in Causal Inference and Mechanism Clustering for Financial Data | Jan 24, 2022 | Causal InferenceClustering | —Unverified | 0 |