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cs.RO2026
Key-Gram: Extensible World Knowledge for Embodied Manipulation
Jingjing Fan, Siyuan Li, Botao Ren +1
Embodied control increasingly requires models to follow compositional language instructions while reasoning over dynamic visual states. However, current vision-language-action poli…
cs.RO2025
AstraNav-Memory: Contexts Compression for Long Memory
Botao Ren, Junjun Hu, Xinda Xue +5
Lifelong embodied navigation requires agents to accumulate, retain, and exploit spatial-semantic experience across tasks, enabling efficient exploration in novel environments and r…