Showing cs.ROShow all
3 papers · 1 filter
cs.RO2026
Neural Control: Adjoint Learning Through Equilibrium Constraints
Dezhong Tong, Jiawen Wang, Hengyi Zhou +3
Many physical AI tasks require sequential implicit computation: at each step, boundary controls are applied, and the resulting configuration is obtained by solving an equilibrium p…
cs.RO2025
Harnessing Discrete Differential Geometry: A Virtual Playground for the Bilayer Soft Robotics
Jiahao Li, Dezhong Tong, Zhuonan Hao +4
Soft robots have garnered significant attention due to their promising applications across various domains. A hallmark of these systems is their bilayer structure, where strain mis…
cs.RO2024
Inverse Design of Snap-Actuated Jumping Robots Powered by Mechanics-Aided Machine Learning
Dezhong Tong, Zhuonan Hao, Mingchao Liu +1
Exploring the design and control strategies of soft robots through simulation is highly attractive due to its cost-effectiveness. Although many existing models (e.g., finite elemen…