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Xinpan Meng

2 papers indexed

arxivcs.RO2026-07-06

GelNeuro: A Sensing-Computing Integrated Neuromorphic Tactile System for Texture Recognition

Luoyang Bian, Xinpan Meng, Zhenghua Ma, Houcheng Li, Long Cheng

Neuromorphic visuo-tactile sensing offers a promising paradigm for low-latency and low-power robotic perception. However, existing systems still rely heavily on a host computer for event readout, preprocessing, or relaying prior to chip inference. This paper presents GelNeuro, a…

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arxivcs.RO2026-07-03

Feeling the Unexpected: ResTacVLA for Contact-Rich Manipulation via Residual Tactile Representation

Pengwei Zhang, Bin Xie, Xinpan Meng, Xinyu Guo, Ce Hao, Fang Deng, et al.

Tactile perception is indispensable for contact-rich manipulation, yet integrating it into Vision-Language-Action (VLA) models often induces modality collapse, where high-bandwidth visual features overshadow sparse tactile cues. Inspired by Predictive Coding, a neural mechanism w…

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