VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking. - Desen Meng; Rui Huang; Zhilin Dai; Xinhao Li; Yifan Xu; Jun Zhang; Zhenpeng Huang; Meng Zhang; Lingshu Zhang; Yi Liu; Limin Wang (CoRR, 2025)

MagicVL-2B: Empowering Vision-Language Models on Mobile Devices with Lightweight Visual Encoders via Curriculum Learning. - Yi Liu; Xiao Xu; Zeyu Xu; Meng Zhang; Yibo Li; Haoyu Chen; Junkang Zhang; Qiang Wang; Jifa Sun; Siling Lin; Shengxun Cheng; Lingshu Zhang; et al. (CoRR, 2025)