Time Series as Language: A Universal Tokenizer for General-Purpose Time Series Foundation Models

Yunhao Zhang, Ruiying Qi, Jiale Zheng +3

While Next-Token Prediction (NTP) has unified LLM pretraining, its adaptation to unbounded, continuous time series (TS) remains open. To bridge the gap, we introduce UniTok, a univ…