@inproceedings{zhang-etal-2026-internalizing, title = "Internalizing the Future: A Unified Agentic Training Paradigm for World Model Planning", author = "Zhang, Xuan and Zhou, Zhijian and Qiao, Lingfeng and Qin, Yulei and Li, Ke and Sun, Xing and Tan, Xiaoyu and Qu, Chao and Qi, Yuan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.698/", pages = "16068--16118", ISBN = "979-8-89176-459-0" }