@inproceedings{gao2025bypass, title={Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient}, author={Yuan Gao and Zujing Liu and Weizhong Zhang and Bo Du and Gui-Song Xia}, year={2025}, booktitle = {The Annual Meeting of the Association for Computational Linguistics (ACL)} }