@article{vlapriorguidedvisionlanguageactionmodels, title = {$Δ$VLA: Prior-Guided Vision-Language-Action Models via World Knowledge Variation}, author = {Yijie Zhu and Jie He and Rui Shao and Kaishen Yuan and Tao Tan and Xiaochen Yuan and Zitong Yu}, year = {2026}, eprint = {2603.08361}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.08361}, }