@article{beyondnextobservationpredictionagentauth,
  title = {Beyond Next-Observation Prediction: Agent-Authored World Modeling for Sequential Decision Making},
  author = {Guangfeng Cai and Kaibing Yang and Shuo He and Yu Li and Shengtian Yang and Jiaqi Lv and Lei Feng},
  year = {2026},
  eprint = {2606.25421},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.25421},
}