Xu, Z. (2026) “VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning”, Proceedings of the AAAI Conference on Artificial Intelligence, 40(14), pp. 11496–11504. doi: 10.1609/aaai.v40i14.38132.