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Expand Up @@ -99,8 +99,8 @@ For general **Recent AI Advances: Tutorials and Surveys in various areas (DL, ML
* Self-attention for raw optical satellite time series classification, in *ISPRS Journal of Photogrammetry and Remote Sensing* 2020. [\[paper\]](https://arxiv.org/abs/1910.10536) [\[official code\]](https://github.com/marccoru/crop-type-mapping)
* Self-supervised pretraining of transformers for satellite image time series classification, in *IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing* 2020. [\[paper\]](https://ieeexplore.ieee.org/abstract/document/9252123)
* Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series, in *ACM TKDD* 2022. [\[paper\]](https://arxiv.org/abs/2107.14293) [\[official code\]](https://github.com/sindhura97/STraTS)


* CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification, in *ACM TKDD* 2022. [\[paper\]](https://arxiv.org/abs/2203.04298)
* RTFN: A Robust Temporal Feature Network for Time Series Classification, in *IEEE* 2021. [\[paper\]](https://arxiv.org/abs/2011.11829)

## Time Series Related Survey
* Time series data augmentation for deep learning: a survey, in *IJCAI* 2021. [\[paper\]](https://arxiv.org/abs/2002.12478)
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