@article{theunseenfrontierpushingthelimitsofllmsp, title = {The Unseen Frontier: Pushing the Limits of LLM Sparsity with Surrogate-Free ADMM}, author = {Kwanhee Lee and Hyeondo Jang and Dongyeop Lee and Dan Alistarh and Namhoon Lee}, year = {2025}, eprint = {2510.01650}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01650}, }