@article{coeditorinstructionbasedvisualeditingvia,
  title = {CoEditor++: Instruction-based Visual Editing via Cognitive Reasoning},
  author = {Minheng Ni and Yutao Fan and Zhengyuan Yang and Yeli Shen and Yuxiang Wei and Yaowen Zhang and Lijuan Wang and Lei Zhang and Wangmeng Zuo},
  year = {2026},
  eprint = {2603.05518},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.05518},
}