Apurba Prasad Padhy

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

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-training pruning method for SSMs — AIRE-Prune (Asymptotic Impulse- Response Energy for State PRUN(E)ing ) — that reduces eac…