| Take an Irregular Route: Enhance the Decoder of Time-Series Forecasting Transformer | Dec 10, 2023 | DecoderTime Series | CodeCode Available | 1 |
| D3A-TS: Denoising-Driven Data Augmentation in Time Series | Dec 9, 2023 | Data AugmentationDenoising | CodeCode Available | 1 |
| TimeDRL: Disentangled Representation Learning for Multivariate Time-Series | Dec 7, 2023 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| Graph Convolutions Enrich the Self-Attention in Transformers! | Dec 7, 2023 | Clone Detection | CodeCode Available | 1 |
| Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification | Dec 7, 2023 | Data AugmentationRepresentation Learning | CodeCode Available | 1 |
| MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection | Dec 5, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation | Dec 4, 2023 | ImputationInductive Bias | CodeCode Available | 1 |
| Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach | Dec 4, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| LoCoMotif: Discovering time-warped motifs in time series | Nov 29, 2023 | Time Series | CodeCode Available | 1 |
| Event Detection in Time Series: Universal Deep Learning Approach | Nov 27, 2023 | Binary ClassificationDeep Learning | CodeCode Available | 1 |
