AIRE-Prune: Asymptotic Impulse-Response Energy for State Pruning in State Space Models

Apurba Prasad Padhy, Fernando Camacho, Saibal Mukhopadhyay

State space models (SSMs) often sacrifice capacity, search space, or stability to offset the memory and compute costs of large state dimensions. We introduce a structured post-trai…