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Jin-Hui Ye

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Preprint Oct 2026

CarryOn: A Dual-Loop Harness for Personalized and Reliable Robot Assistance

While generalist vision-language-action (VLA) models have enabled diverse open-world manipulation, real-world robotic assistance requires two critical capabilities they currently lack: personalization and reliable execution. First, executing an instruction like"make me a sandwich"requires grounding subtask decompositio...

Zixuan Wang, Yu-Qi Liu, Yu-Xin Chen et al. · 1 citation

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