SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment. - Ziping Ma 003; Furong Xu; Jian Liu; Ming Yang 007; Qingpei Guo (ICML, 2024)

M2-Encoder: Advancing Bilingual Image-Text Understanding by Large-scale Efficient Pretraining. - Qingpei Guo; Furong Xu; Hanxiao Zhang; Wang Ren; Ziping Ma 003; Lin Ju; Jian Wang 108; Jingdong Chen; Ming Yang 007 (CoRR, 2024)

M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance. - Qingpei Guo; Kaiyou Song; Zipeng Feng; Ziping Ma 003; Qinglong Zhang; Sirui Gao; Xuzheng Yu; Yunxiao Sun; Tai-WeiChang; Jingdong Chen; Ming Yang 007; Jun Zhou (CoRR, 2025)

Ming-Omni: A Unified Multimodal Model for Perception and Generation. - Inclusion AI; Biao Gong; Cheng Zou; Chuanyang Zheng; Chunluan Zhou; Canxiang Yan; Chunxiang Jin; Chunjie Shen; Dandan Zheng; Fudong Wang; Furong Xu; Guangming Yao; et al. (CoRR, 2025)

M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning. - Fudong Wang; Jiajia Liu; Jingdong Chen; Jun Zhou; Kaixiang Ji; Lixiang Ru; Qingpei Guo; Ruobing Zheng; Tianqi Li; Yi Yuan; Yifan Mao; Yuting Xiao; et al. (CoRR, 2025)