@article{thinkthenverifyahypothesisverificationmu, title = {Think, Then Verify: A Hypothesis-Verification Multi-Agent Framework for Long Video Understanding}, author = {Zheng Wang and Haoran Chen and Haoxuan Qin and Zhipeng Wei and Tianwen Qian and Cong Bai}, year = {2026}, eprint = {2603.04977}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.04977}, }