Preserving Deep Representations In One-Shot Pruning: A Hessian-Free Second-Order Optimization Framework

Ryan Lucas, Rahul Mazumder

We present SNOWS, a one-shot post-training pruning framework aimed at reducing the cost of vision network inference without retraining. Current leading one-shot pruning methods min…