| Risk and cross validation in ridge regression with correlated samples | Aug 8, 2024 | regressionTime Series | CodeCode Available | 1 |
| Scalable Transformer for High Dimensional Multivariate Time Series Forecasting | Aug 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Exploring Scalability in Large-Scale Time Series in DeepVATS framework | Aug 8, 2024 | Deep LearningTime Series | CodeCode Available | 1 |
| Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models | Aug 7, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 1 |
| Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis | Aug 5, 2024 | ClassificationEEG | CodeCode Available | 1 |
| EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification | Jul 24, 2024 | ClassificationTime Series | CodeCode Available | 1 |
| Channel-Aware Low-Rank Adaptation in Time Series Forecasting | Jul 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| TimeInf: Time Series Data Contribution via Influence Functions | Jul 21, 2024 | AttributeTime Series | CodeCode Available | 1 |
| Revisiting Attention for Multivariate Time Series Forecasting | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Causal Discovery in Semi-Stationary Time Series | Jul 10, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization | Jun 29, 2024 | Dynamic Time WarpingPrediction | CodeCode Available | 1 |
| Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection | Jun 28, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| SignSpeak: Open-Source Time Series Classification for ASL Translation | Jun 27, 2024 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| Early Classification of Time Series: Taxonomy and Benchmark | Jun 26, 2024 | ClassificationEarly Classification | CodeCode Available | 1 |
| SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series | Jun 25, 2024 | Kolmogorov-Arnold NetworksTime Series | CodeCode Available | 1 |
| Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task Integration | Jun 25, 2024 | Change DetectionMulti-Task Learning | CodeCode Available | 1 |
| TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing | Jun 23, 2024 | DenoisingTime Series | CodeCode Available | 1 |
| Fine-grained Attention in Hierarchical Transformers for Tabular Time-series | Jun 21, 2024 | Time Series | CodeCode Available | 1 |
| Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention Network | Jun 19, 2024 | Cloud RemovalImputation | CodeCode Available | 1 |
| SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting | Jun 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation | Jun 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts | Jun 13, 2024 | ManagementMixture-of-Experts | CodeCode Available | 1 |
| Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning | Jun 13, 2024 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting | Jun 11, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
