| TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation | Nov 15, 2021 | Synthetic Data GenerationTime Series | CodeCode Available | 1 |
| Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach | Nov 14, 2021 | Algorithmic TradingGeneral Reinforcement Learning | CodeCode Available | 1 |
| Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts | Nov 5, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Dynamic Data Augmentation with Gating Networks for Time Series Recognition | Nov 5, 2021 | Data AugmentationTime Series | CodeCode Available | 1 |
| Transferable Time-Series Forecasting under Causal Conditional Shift | Nov 5, 2021 | Domain AdaptationSemi-supervised Domain Adaptation | CodeCode Available | 1 |
| Unsupervised Change Detection of Extreme Events Using ML On-Board | Nov 4, 2021 | Change DetectionManagement | CodeCode Available | 1 |
| TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation | Nov 4, 2021 | Crop ClassificationDomain Adaptation | CodeCode Available | 1 |
| RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data | Nov 1, 2021 | ArticlesTime Series | CodeCode Available | 1 |
| Truth-Conditional Captions for Time Series Data | Nov 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Sig-Wasserstein GANs for Time Series Generation | Nov 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |