@inproceedings{Wu_TempR1_2026_CVPR,
 author = {Wu, Tao and Yang, Li and Zhan, Gen and Zhang, Yabin and Liao, Yiting and Li, Junlin and Fu, Deliang and Zhang, Li and Wang, Limin},
 booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
 date = {2026-05-05},
 month = {June},
 pages = {2756-2767},
 title = {TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning},
 url = {https://openaccess.thecvf.com/content/CVPR2026/html/Wu_TempR1_Improving_Temporal_Understanding_of_MLLMs_via_Temporal-Aware_Multi-Task_Reinforcement_CVPR_2026_paper.html},
 year = {2026}
}