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Zhi-Zheng Zhang

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Preprint Sep 2026

DualWAM: Dual-System World Action Models for Asynchronous Global Planning and Local Refinement

World Action Models (WAMs) jointly generate robot actions and predict future world states, transferring priors from video pretraining to robot control. However, future visual prediction is computationally expensive, so existing WAMs often rely on long action chunks to amortize inference cost across control steps, at th...

Yi-Xin Zheng, Jiangran Lyu, Yun-Tian Deng et al. · 0 citations
Preprint Sep 2026

GIF: Agentic Generation of Interactive and Functional Object Compositions for Robot Learning

GIF, an agentic Generation framework for Interactive and Functional object compositions, recast this problem as disentangled reconstruction followed by relative pose recovery, revealing diversity scaling in both simulation and real-world deployment.

Long-Ji Xu, Zhi-Qi Zhang, Mi Yan et al. · 1 citation · ⚡1

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