VLA ModelsarXiv preprint2025

Harness VLA: Steering Frozen VLAs into Reliable Manipulation Primitives via Memory-Guided Agents

Yixian Zhang, Huanming Zhang, Feng Gao, Xiao Li, Zhihao Liu, Chunyang Zhu, Jiaxing Qiu, Yuchen Yan, Jiyuan Liu, Wenhao Tang, Zhengru Fang, Yi Nie, Changxu Wei, Yu Wang, Wenbo Ding, Chao Yu et al.Stanford University

摘要

We propose Harness VLA, a method for steering frozen pretrained VLA models into reliable manipulation primitives through memory-guided agents. Our approach enables deployment of large VLAs without fine-tuning by using episodic memory and retrieval-augmented planning to guide action selection.

VLAmanipulation primitivesmemory-guidedfrozen modelrobot control

技术细节

仿真平台
测试机器人
模型骨架

Frozen VLA + Memory

编码器

SigLIP

解码器

Memory-guided Action Selector

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