Rethinking Time Series Tokenization from a Frequency Perspective.

arXiv:2610.28997v2 Announce Type: replace-cross Abstract: Tokenization that partitions time series into subsequences has become a foundational paradigm in modern time series modeling. However, we find that current tokenization strategies inherently introduce s