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Chenlin Ming

2 papers indexed

arxivcs.CVcs.AIcs.RO2026-07-11

ABot-N1: Toward a General Visual Language Navigation Foundation Model

Ruiyan Gong, Yingnan Guo, Junjun Hu, Jintao Kong, Xiaoxu Leng, Tianlun Li, et al.

Visual Language Navigation foundation models aim to unify deep reasoning for grounded spatial decisions with broad versatility for diverse embodied tasks. Current approaches typically achieve this integration via monolithic policies that map observations directly to actions, yet…

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arxivcs.RO2026-07-08

SPECTRA: Context-Conditioned Spectral Movement Primitives for Robot Skill Generalization

Boxuan Zhang, Sheng Liu, Chenlin Ming, Ahmed Abdelrahman

Robot imitation learning for manipulation should preserve demonstrated task geometry while producing dynamically admissible robot motions. Existing pipelines often learn task-dependent trajectories and impose execution limits afterward through filtering, smoothing, clipping, or t…

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