| One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data | Feb 13, 2023 | AllTime Series | CodeCode Available | 1 |
| Label-efficient Time Series Representation Learning: A Review | Feb 13, 2023 | Representation LearningSelf-Supervised Learning | —Unverified | 0 |
| Forecasting the Turkish Lira Exchange Rates through Univariate Techniques: Can the Simple Models Outperform the Sophisticated Ones? | Feb 12, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Interpretable Deep Learning for Forecasting Online Advertising Costs: Insights from the Competitive Bidding Landscape | Feb 11, 2023 | ClusteringFeature Importance | —Unverified | 0 |
| SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies | Feb 11, 2023 | Decision MakingMultivariate Time Series Forecasting | —Unverified | 0 |
| Deep Imputation of Missing Values in Time Series Health Data: A Review with Benchmarking | Feb 10, 2023 | BenchmarkingDeep Learning | —Unverified | 0 |
| Structural Break Detection in Quantile Predictive Regression Models with Persistent Covariates | Feb 10, 2023 | Managementregression | —Unverified | 0 |
| ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification | Feb 10, 2023 | Contrastive LearningTime Series | —Unverified | 0 |
| Estimating Driver Personality Traits from On-Road Driving Data | Feb 9, 2023 | SensitivityTime Series | —Unverified | 0 |
| Weakly Supervised Anomaly Detection: A Survey | Feb 9, 2023 | Anomaly DetectionSupervised Anomaly Detection | CodeCode Available | 1 |
| MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing | Feb 9, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| Taming Local Effects in Graph-based Spatiotemporal Forecasting | Feb 8, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| ASTRIDE: Adaptive Symbolization for Time Series Databases | Feb 8, 2023 | Change Point DetectionQuantization | CodeCode Available | 1 |
| Finding Short Signals in Long Irregular Time Series with Continuous-Time Attention Policy Networks | Feb 8, 2023 | ImputationIrregular Time Series | —Unverified | 0 |
| High-Dimensional Granger Causality for Climatic Attribution | Feb 8, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| DeepVATS: Deep Visual Analytics for Time Series | Feb 8, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Short-Term Memory Convolutions | Feb 8, 2023 | Acoustic Scene ClassificationScene Classification | —Unverified | 0 |
| Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach | Feb 7, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Towards Meaningful Anomaly Detection: The Effect of Counterfactual Explanations on the Investigation of Anomalies in Multivariate Time Series | Feb 7, 2023 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| CDANs: Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data | Feb 7, 2023 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Unsupervised Deep Learning for IoT Time Series | Feb 7, 2023 | Anomaly DetectionClustering | —Unverified | 0 |
| Market-Based Probability of Stock Returns | Feb 6, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Identifiability of latent-variable and structural-equation models: from linear to nonlinear | Feb 6, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Importance attribution in neural networks by means of persistence landscapes of time series | Feb 6, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Domain Adaptation for Time Series Under Feature and Label Shifts | Feb 6, 2023 | Domain AdaptationTime Series | CodeCode Available | 1 |
| Penalized Quasi-likelihood Estimation and Model Selection in Time Series Models with Parameters on the Boundary | Feb 6, 2023 | Model SelectionTime Series | —Unverified | 0 |
| Tree-Based Learning on Amperometric Time Series Data Demonstrates High Accuracy for Classification | Feb 6, 2023 | Feature ImportanceTime Series | —Unverified | 0 |
| Noise-cleaning the precision matrix of fMRI time series | Feb 6, 2023 | DenoisingTime Series | —Unverified | 0 |
| Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust | Feb 6, 2023 | Computational EfficiencyModel Selection | —Unverified | 0 |
| Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey | Feb 6, 2023 | Activity RecognitionClassification | CodeCode Available | 1 |
| ProbPNN: Enhancing Deep Probabilistic Forecasting with Statistical Information | Feb 6, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning Interpretable Low-dimensional Representation via Physical Symmetry | Feb 5, 2023 | counterfactualTime Series | CodeCode Available | 0 |
| Window Size Selection in Unsupervised Time Series Analytics: A Review and Benchmark | Feb 4, 2023 | Anomaly DetectionChange Point Detection | CodeCode Available | 1 |
| Detecting Security Patches via Behavioral Data in Code Repositories | Feb 4, 2023 | Time Series | CodeCode Available | 0 |
| Cross-Frequency Time Series Meta-Forecasting | Feb 4, 2023 | Meta-LearningTime Series | —Unverified | 0 |
| A Survey on Deep Learning based Time Series Analysis with Frequency Transformation | Feb 4, 2023 | Deep LearningTime Series | CodeCode Available | 2 |
| Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting | Feb 4, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Hierarchical Graph Neural Networks for Causal Discovery and Root Cause Localization | Feb 3, 2023 | Causal DiscoveryTime Series | —Unverified | 0 |
| MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting | Feb 2, 2023 | Time Series | —Unverified | 0 |
| Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting | Feb 2, 2023 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 2 |
| SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling | Feb 2, 2023 | Representation LearningTime Series | CodeCode Available | 1 |
| Inference in Non-stationary High-Dimensional VARs | Feb 2, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sparse High-Dimensional Vector Autoregressive Bootstrap | Feb 2, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning PDE Solution Operator for Continuous Modeling of Time-Series | Feb 2, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Light-weight CNN Model for Efficient Parkinson's Disease Diagnostics | Feb 2, 2023 | DiagnosticTime Series | —Unverified | 0 |
| FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting | Feb 2, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Deep COVID-19 Forecasting for Multiple States with Data Augmentation | Feb 2, 2023 | Data AugmentationTime Series | —Unverified | 0 |
| Monitoring the risk of a tailings dam collapse through spectral analysis of satellite InSAR time-series data | Feb 1, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time-warped Trials | Feb 1, 2023 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Adaptive hedging horizon and hedging performance estimation | Feb 1, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |