@article{deepsvutowardsindepthsecurityorientedvid,
  title = {DeepSVU: Towards In-depth Security-oriented Video Understanding via Unified Physical-world Regularized MoE},
  author = {Yujie Jin and Wenxin Zhang and Jingjing Wang and Guodong Zhou},
  year = {2026},
  eprint = {2602.18019},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.18019},
}