Unicorn: Scaling High-Dimensional Time Series Forecasting via Universal Correlation Modeling

Haochen Yuan, Yichen Song, Yunbo Wang +1

Modern time series architectures face a fundamental trade-off: channel-independent models scale well with increasing data volume but ignore critical inter-channel dependencies, whi…