How do I encode time in high dimensional space?
I don't know if it's a good technique or not, but I saw this paper last year that proposes a time2vec, analogous to doc2vec, et al:
S. M. Kazemi et al., “Time2Vec: Learning a Vector Representation of Time,” arXiv:1907.05321 [cs], Jul. 2019.