Understanding Transformers for Time Series: Rank Structure, Flow-of-ranks, and Compressibility

Published in Technical Report, Preprint arXiv:2510.03358, 2025

Recommended citation: Yu, A., Maddix, D.C., Han, B., Zhang, X., Ansari, A.F., Shchur, O., Faloutsos, C., Wilson, A.G., Mahoney, M.W., Wang, Y., (2025). "Understanding Transformers for Time Series: Rank Structure, Flow-of-ranks, and Compressibility. " Technical Report, Preprint arXiv:2510.03358, Under Review. https://arxiv.org/abs/2510.03358