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Embodying Multi-Hand Manipulation Policies by Searching the Assignment and Null Spaces
Yorai Shaoul, Jiaoyang Li, Maxim Likhachev
Learned manipulation policies increasingly predict motions for abstract "hands" and are attractive in practice because they rely on easily collected demonstrations and transfer acr…
Model-Based Diffusion Optimal Control for Multi-Robot Motion Planning
Zhilin He, Yorai Shaoul, Jiaoyang Li
Multi-Robot Motion Planning in continuous environments, where robots must generate dynamically feasible, collision-free trajectories, is challenging due to the combinatorial growth…
Diffusion for Long-Horizon Multi-Robot Path Planning in Human-Shared Environments
Vaibhav Sanjay, Yorai Shaoul, Jiaoyang Li
Multi-robot path planning in human-shared environments requires a delicate balance between robust inter-robot coordination and socially aware behavior. While diffusion models excel…
LAMP: Long-Horizon Adaptive Manipulation Planning for Multi-Robot Collaboration in Cluttered Space
Shuai Zhou, Yorai Shaoul, Jiaoyang Li
Multi-robot manipulation requires jointly reasoning about contact formations, robot motions under coupled dynamics, and collision avoidance. Systematically searching over this larg…