Consistency, Not Complexity, Is the Key to Teaching Robots Dexterity, New Research Suggests
The team said structured demonstrations helped robots learn faster, with the dual-arm system reaching near-perfect performance using only 100 examples.
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3 Articles
Scientists find smarter way to teach robots complex skills
Teaching robots to manipulate objects with human-like dexterity remains one of the biggest challenges in robotics. A new study suggests that the answer may not lie in feeding robots more complex training data, but in giving them more consistent examples to learn from. Researchers from New York University Tandon School of Engineering and the Robotics and AI Institute found that robots trained on structured, predictable demonstrations performed si…
Consistency, not complexity, is the key to teaching robots dexterity, new research suggests
Teaching robots to manipulate objects with humanlike dexterity has long been one of robotics' toughest challenges. Tasks such as rotating an object in-hand or coordinating two robot arms to maneuver a bulky item require constant ...
New Research Suggests Consistency, Not Complexity, Is the Key to Teaching Robots Dexterity
Researchers from NYU Tandon and the Robotics and AI Institute have shown that robots may be able to learn to manipulate objects with humanlike dexterity from planning algorithms instead of human demonstrations.
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