(1)
Xu, Z.; Guo, Y.; Lu, Y.; Yang, F.; Li, J.; Cai, L. VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning. AAAI 2026, 40, 11496-11504.