Efficient Linear Attention for Multivariate Time Series Modeling via Entropy Calibration.

arXiv:2511.03190v2 Announce Type: replace-cross Abstract: Attention mechanisms are effective for multivariate time series modeling because they adaptively aggregate information across timestamps and variables. Their quadratic cost, however, limits their use in