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Author

Zhenyang Ni

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Preprint Aug 2026

Skills in Weights, Memory in Code: Hybrid Learning for Memory-Dependent Robot Manipulation

HyMeS, a hybrid learning framework that leverages the reasoning and memory-management capabilities of coding agents to steer a Markovian VLA for memory-dependent manipulation, is proposed, enabling data-efficient compositional generalization.

Yun-Hao Zhao, Zhen-Yang Ni, Haoyang Chen et al. · 0 citations
Preprint Aug 2026

MANIGUARD: A Benchmark and Data Suite for Specification-Grounded Safety Evaluation and Improvement of Robotic Manipulation

Foundation-model policies for robotic manipulation are advancing rapidly on task success, but rigorous evaluation of whether they succeed safely is still lacking. We introduce ManiGuard, a specification-grounded framework for evaluating and improving the safety of foundation-model manipulation, comprising the ManiGuard...

Yi Peng, Philip Wang, Simon Sinong Zhan et al. · 2 citations · ⚡1

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