SuPER-Mamba: Surprisal Prioritization for Extended-Context Routing in Mamba.

arXiv:2610.16636v1 Announce Type: cross Abstract: State space models provide efficient linear-complexity processing for long sequences, but their performance frequently degrades as context length grows. We propose SuPER-Mamba, a training-free framework that us