@misc{lu2024alphapruning, title={AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models}, author={Haiquan Lu and Yefan Zhou and Shiwei Liu and Zhangyang Wang and Michael W. Mahoney and Yaoqing Yang}, year={2024}, eprint={2410.10912}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2410.10912} }