OPTIMA: Optimal One-shot Pruning for LLMs via Quadratic Programming Reconstruction.

arXiv:2512.13886v3 Announce Type: replace-cross Abstract: Post-training pruning cuts the inference cost of large language models, yet it faces a trade-off: simple heuristics that zero weights are fast but degrade accuracy, while principled joint optimization m