@article{tempr1improvingtemporalunderstandingofml, title = {TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning}, author = {Tao Wu and Li Yang and Gen Zhan and Yabin Zhang and Yiting Liao and Junlin Li and Deliang Fu and Li Zhang and Limin Wang}, year = {2025}, eprint = {2512.03963}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.03963}, }