@article{theliewetellcorrectingtheeuclideanfallac, title = {The Lie We Tell: Correcting the Euclidean Fallacy in Vision Language Action Policies via Score Matching on Tangent Space}, author = {Bing-Cheng Chuang and I-Hsuan Chu and Bor-Jiun Lin and YuanFu Yang and Min Sun and Chun-Yi Lee}, year = {2026}, eprint = {2606.01847}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.01847}, }