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20242026
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cs.RO2026

What is the Better Curriculum: Controller-Shaped Grasping Behavior for Contact Force-Sensitive Manipulation

Ziyan Feng, Zizhao Yuan, Yulong Fu +6

How should a robot learn to manipulate objects so fragile that sub-Newton contact forces can cause irreversible damage? Existing visuo-tactile policy learning typically treats tact…

cs.RO2026

Towards Exploratory and Focused Manipulation with Bimanual Active Perception: A New Problem, Benchmark and Strategy

Yuxin He, Ruihao Zhang, Tianao Shen +2

Recently, active vision has reemerged as an important concept for manipulation, since visual occlusion occurs more frequently when main cameras are mounted on the robot heads. We r…

cs.RO2025

ExoGait-MS: Learning Periodic Dynamics with Multi-Scale Graph Network for Exoskeleton Gait Recognition

Lijiang Liu, Junyu Shi, Yong Sun +4

Current exoskeleton control methods often face challenges in delivering personalized treatment. Standardized walking gaits can lead to patient discomfort or even injury. Therefore,…

cs.RO2025

RoboAct-CLIP: Video-Driven Pre-training of Atomic Action Understanding for Robotics

Zhiyuan Zhang, Yuxin He, Yong Sun +3

Visual Language Models (VLMs) have emerged as pivotal tools for robotic systems, enabling cross-task generalization, dynamic environmental interaction, and long-horizon planning th…

cs.RO2025

RMG: Real-Time Expressive Motion Generation with Self-collision Avoidance for 6-DOF Companion Robotic Arms

Jiansheng Li, Haotian Song, Jinni Zhou +2

The six-degree-of-freedom (6-DOF) robotic arm has gained widespread application in human-coexisting environments. While previous research has predominantly focused on functional mo…