@article{videoautor1videoautoreasoningviathinking, title = {VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice}, author = {Shuming Liu and Mingchen Zhuge and Changsheng Zhao and Jun Chen and Lemeng Wu and Zechun Liu and Chenchen Zhu and Zhipeng Cai and Chong Zhou and Haozhe Liu and Ernie Chang and Saksham Suri and Hongyu Xu and Qi Qian and Wei Wen and Balakrishnan Varadarajan and Zhuang Liu and Hu Xu and Florian Bordes and Raghuraman Krishnamoorthi and Bernard Ghanem and Vikas Chandra and Yunyang Xiong}, year = {2026}, eprint = {2601.05175}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.05175}, }