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20242026
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cs.RO2026

Towards Effective Physical Reservoir Computing with a Pneumatic Soft Robot

Jeevan Hebbal Manjunath, Jun Wang, Suyi Li +1

Physical reservoir computing (PRC) refers to the use of a physical dynamical system as a computational resource for tasks such as state estimation and control, but there has been a…

cs.RO2025

Embodying Physical Computing into Soft Robots

Jun Wang, Ziyang Zhou, Ardalan Kahak +1

Softening and onboarding computers and controllers is one of the final frontiers in soft robotics towards their robustness and intelligence for everyday use. In this regard, embody…

cs.RO2025

Re-purposing a modular origami manipulator into an adaptive physical computer for machine learning and robotic perception

Jun Wang, Suyi Li

Physical computing has emerged as a powerful tool for performing intelligent tasks directly in the mechanical domain of functional materials and robots, reducing our reliance on th…

cs.RO2025

Embodied multi-modal sensing with a soft modular arm powered by physical reservoir computing

Jun Wang, Suyi Li

Soft robots have become increasingly popular for complex manipulation tasks requiring gentle and safe contact. However, their softness makes accurate control challenging, and high-…

cs.RO2024

Proprioceptive and Exteroceptive Information Perception in a Fabric Soft Robotic Arm via Physical Reservoir Computing with minimal training data

Jun Wang, Zhi Qiao, Wenlong Zhang +1

Over the past decades, we have witnessed a rapid emergence of soft and reconfigurable robots thanks to their capability to interact safely with humans and adapt to complex environm…