@article{principledsteeringvianullspaceprojection,
  title = {Principled Steering via Null-space Projection for Jailbreak Defense in Vision-Language Models},
  author = {Xingyu Zhu and Beier Zhu and Shuo Wang and Junfeng Fang and Kesen Zhao and Hanwang Zhang and Xiangnan He},
  year = {2026},
  eprint = {2603.22094},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.22094},
}