Efficient Linear Attention for Multivariate Time Series Modeling via Entropy Calibration

Mingtao Zhang, Guoli Yang, Zhanxing Zhu +2

Attention mechanisms are effective for multivariate time series modeling because they adaptively aggregate information across timestamps and variables. Their quadratic cost, howeve…