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20242026
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cs.RO2026

Learning Physical Interaction: A Survey of Tactile- and Force-aware Robot Learning

Shilin Shan, Chuhao Zhou, Ruize Wang +30

Physically grounded robot intelligence requires robots to perceive, reason about, and regulate their interactions with the physical world. This capability is particularly critical…

cs.RO2026

One Body, Two Minds: Variable Autonomy Approach for a Co-embodied Robotic Hand

Piotr Koczy, Yuchong Zhang, Danica Kragic +1

Assistive robotic systems face a fundamental trade-off: fully autonomous systems lack user agency, while fully user-controlled systems demand continuous cognitive effort. Existing…

cs.RO2026

MirrorDuo: Reflection-Consistent Visuomotor Learning from Mirrored Demonstration Pairs

Zheyu Zhuang, Ruiyu Wang, Giovanni Luca Marchetti +2

Image-based behaviour cloning leverages demonstrations captured from ubiquitous RGB cameras. However, it remains constrained by the cost of collecting diverse demos, especially for…

cs.RO2026

Grasp as You Dream: Imitating Functional Grasping from Generated Human Demonstrations

Chao Tang, Jiacheng Xu, Haofei Lu +4

Building generalist robots capable of performing functional grasping in everyday, open-world environments remains a significant challenge due to the vast diversity of objects and t…

cs.RO2026

ManipulationNet: An Infrastructure for Benchmarking Real-World Robot Manipulation with Physical Skill Challenges and Embodied Multimodal Reasoning

Yiting Chen, Kenneth Kimble, Edward H. Adelson +20

Dexterous manipulation enables robots to purposefully alter the physical world, transforming them from passive observers into active agents in unstructured environments. This capab…

cs.RO2025

A roadmap for AI in robotics

Aude Billard, Alin Albu-Schaeffer, Michael Beetz +8

AI technologies, including deep learning, large-language models have gone from one breakthrough to the other. As a result, we are witnessing growing excitement in robotics at the p…