From the 1 of 5 linked papers with an AI index.
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cs.RO2026
SymmGrid: Super-Scaling On-Robot Learning with Parallelized Symmetries and Egocentric-Exocentric Visual Perception
Gabe Everett, Brice Gunter, Ryan Vander Stelt +3
The paper introduces SymmGrid, a trajectory-level augmentation framework that uses parallelized symmetry transformations on egocentric and exocentric visual inputs to speed up on-r…
cs.RO2025
Multi-Group Equivariant Augmentation for Reinforcement Learning in Robot Manipulation
Hongbin Lin, Juan Rojas, Kwok Wai Samuel Au
Sampling efficiency is critical for deploying visuomotor learning in real-world robotic manipulation. While task symmetry has emerged as a promising inductive bias to improve effic…
cs.RO2024
World Models for General Surgical Grasping
Hongbin Lin, Bin Li, Chun Wai Wong +3
Intelligent vision control systems for surgical robots should adapt to unknown and diverse objects while being robust to system disturbances. Previous methods did not meet these re…