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20212026
most citedReinforcement Learning Based Temporal Logic Control with Soft Constraints Using Limit-deterministic Generalized Buchi Automata

5 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cs.RO2026

Temporal Logic Guided Universal Task Representations for Reinforcement Learning

Hao Zhang, Zhangli Zhou, Zhen Kan

Task guided agents demonstrate strong performance in a wide range of complex tasks. However, most existing task representation algorithms are tailored to specific contexts and stru…

cs.RO2023

Vision-Based Reactive Planning and Control of Quadruped Robots in Unstructured Dynamic Environments

Tangyu Qian, Zhangli Zhou, Shaocheng Wang +3

Quadruped robots have received increasing attention for the past few years. However, existing works primarily focus on static environments or assume the robot has full observations…

cs.RO2022

A Robotic Visual Grasping Design: Rethinking Convolution Neural Network with High-Resolutions

Zhangli Zhou, Shaochen Wang, Ziyang Chen +2

High-resolution representations are important for vision-based robotic grasping problems. Existing works generally encode the input images into low-resolution representations via s…

cs.RO2022

What You See is What You Grasp: User-Friendly Grasping Guided by Near-eye-tracking

Shaochen Wang, Wei Zhang, Zhangli Zhou +5

This work presents a next-generation human-robot interface that can infer and realize the user's manipulation intention via sight only. Specifically, we develop a system that integ…

cs.RO2022

When Transformer Meets Robotic Grasping: Exploits Context for Efficient Grasp Detection

Shaochen Wang, Zhangli Zhou, Zhen Kan

In this paper, we present a transformer-based architecture, namely TF-Grasp, for robotic grasp detection. The developed TF-Grasp framework has two elaborate designs making it well…

cs.RO2021★ 5 cited

Reinforcement Learning Based Temporal Logic Control with Soft Constraints Using Limit-deterministic Generalized Buchi Automata

Mingyu Cai, Shaoping Xiao, Zhijun Li +1

This paper studies the control synthesis of motion planning subject to uncertainties. The uncertainties are considered in robot motions and environment properties, giving rise to t…