The basic idea and methodology of CutAddPaste are highly similar to the ICLR23 paper AnomalyBERT [1]. However, there is no reference to AnomalyBERT and I can't find any discussion regarding the differences between these two methods. It is Interesting.
[1] Jeong Y, Yang E, Ryu J H, et al. Anomalybert: Self-supervised transformer for time series anomaly detection using data degradation scheme[J]. arXiv preprint arXiv:2305.04468, 2023.