@article{robotselfimprovementviahumanvideodynamic, title = {Robot Self-Improvement via Human-Video Dynamics Models}, author = {Hanzhi Chen and Anran Zhang and Simon Schaefer and Kejia Chen and Shi Chen and Daniel Cremers and Oier Mees and Stefan Leutenegger}, year = {2026}, eprint = {2606.21406}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.21406}, }