TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders.

@inproceedings{cheng-2026-timemae, author = {Mingyue Cheng and Xiaoyu Tao and Zhiding Liu and Qi Liu and Hao Zhang and Rujiao Zhang and Enhong Chen}, title = {{TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders}}, booktitle = {{Proceedings of the Nineteenth ACM International Conference on Web Search and Data Mining, WSDM 2026, Boise, ID, USA, February 22-26, 2026}}, pages = {498--508}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3773966.3778007}, doi = {https://doi.org/10.1145/3773966.3778007} }