@article{beyondsimplyenvironmentscalingdesigninge,
  title = {Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning},
  author = {Kejian Zhu and Zhuoran Jin and Dongqi Huang and Hongbang Yuan and Yupu Hao and Kang Liu and Jun Zhao},
  year = {2026},
  eprint = {2608.03571},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.03571},
}