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Paper · arXiv

Evolving Dexterous Robots from Scratch

Little is known about how to manually design agents capable of dexterous manipulation. Some design principles have been inferred from close examination of how animals manipulate objects, but these structures and behaviors have so far resisted biomimicry and may not be optimal for artificial machines. Here we evolve freeform robots to pick up, hold, rotate, and use diverse objects. Unlike other approaches to optimizing robot hands, we do not presuppose the presence, articulation, or geometry of any part of the body. Although familiar prehensile forms such as tails, beaks, paws and claws may emerge spontaneously under certain conditions--and while such conditions could be of interest to evo...

AuthorsZihan Guo, Shuzhe Zhang, Muhan Li et al.
Primary categorycs.RO
Published27 September 2026
Last updated at source27 September 2026
cs.ROcs.LG
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