@article{scalingverificationcanbemoreeffectivetha, title = {Scaling Verification Can Be More Effective than Scaling Policy Learning for Vision-Language-Action Alignment}, author = {Jacky Kwok and Xilun Zhang and Mengdi Xu and Yuejiang Liu and Azalia Mirhoseini and Chelsea Finn and Marco Pavone}, year = {2026}, eprint = {2602.12281}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.12281}, }