reviewers; we will make sure to update our manuscript accordingly. 2 1 Comparison with Other Unsupervised Methods (R1)

We would like to thank the reviewers for their comments and suggestions. In particular, TimeNet is a seq2seq method relying on an antoencoding loss and using LSTMs as encoder and decoder. TimeNet, and notably do not scale to long time series (as explained on lines 144-157), unlike ours. However, we did perform experiments on some datasets with different loss variants. We will add insights on this matter to the paper.