Guided Verifier: Collaborative Multimodal Reasoning via Dynamic Process Supervision. - Lingzhuang Sun; Ruitong Liu; Yuxia Zhu; Xiaohan Xu; Jingxuan Wei; Xiangxiang Zhang; Bihui Yu; Wentao Zhang 001 (CoRR, 2026)

Canvas-of-Thought: Grounding Reasoning via Mutable Structured States. - Lingzhuang Sun; Yuxia Zhu; Ruitong Liu; Hao Liang 017; Zheng Sun; Caijun Jia; Honghao He; Yuchen Wu; Siyuan Li 002; Jingxuan Wei; Xiangxiang Zhang; Bihui Yu; et al. (CoRR, 2026)