@article{prosecfortifyingcodellmswithproactive, title = {ProSec: Fortifying Code LLMs with Proactive Security Alignment}, author = {Xiangzhe Xu and Zian Su and Jinyao Guo and Kaiyuan Zhang and Zhenting Wang and Xiangyu Zhang}, year = {2024}, eprint = {2411.12882}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2411.12882v3}, }