Author

Xiao Liu

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Preprint Aug 2026

G0.5: One Autoregressive Stream for Robot Reasoning and Action

G0.5 is introduced, a pretrained autoregressive VLA in which a single transformer decoder emits reasoning and action tokens under a single objective, which exceeds state-of-the-art models across 7 independent regimes.

Yi-Cheng Liu, Zibin Dong, Baijun Ye et al. · 17 citations · ⚡2

Jul 2026

UniVR: Thinking in Visual Space for Unified Visual Reasoning

UniVR, the first investigation into simultaneously learning complex reasoning, fine-grained physical dynamics, and long-term planning from pure visual demonstrations, is introduced, the first comprehensive suite to assess these heterogeneous capabilities under a purely visual protocol.

Zhongwei Ren, Yunchao Wei, Yao Zhao et al. · arXiv.org · 0 citations