@article{civacriticinducedvaluesubspaceattacksonv,
  title = {CIVA: Critic-Induced Value-Subspace Attacks on Visual World-Model Agents},
  author = {Jiancheng Wang and Mingli Zhu and Tong Zhang and Jiaqi Ruan and Wei Wang and Siyuan Liang and Dacheng Tao},
  year = {2026},
  eprint = {2608.21114},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.21114},
}