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Man Luo

2 papers indexed

arxivcs.ROcs.CV2026-07-15

Open-AoE: An Open Egocentric Manipulation Dataset and Toolchain for Embodied Learning

Zishuo Li, Bowen Yang, Changtao Miao, Kai Zhu, Hao Chen, Qingze Guan, et al.

Egocentric videos of human manipulation provide scalable supervision for embodied intelligence, yet existing resources rarely combine low-cost continuous capture, manipulation-level structured annotations, and reusable tools for robot learning. We present Open-AoE, an open, commu…

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arxivcs.AIcs.SC2026-07-05

Language models guide symbolic equation discovery by controlling search

Zikai Xie, Wenmei Li, Man Luo, Jun Jiang, Linjiang Chen

Scientific equation discovery must combine broad domain priors with strict numerical testing. Symbolic regression supplies numerical grounding but faces a combinatorial search space, whereas many language-model systems ask the model to propose or select formulas directly. We test…

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