@article{fromfailurestosupervisiondynamicenvplanf, title = {From Failures to Supervision: DynamicEnvPlan for Robust Long-Horizon Embodied Planning}, author = {Hao Yuan and Yuxin Wang and Lei Ji and Zhiwei Yu}, year = {2026}, eprint = {2608.00613}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.00613}, }