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Mike Young @mikeyoung44

Teaching Robots With Just 5-10 Human Demonstrations

New robot learning breakthrough: teaching complex tasks with just 5-10 human demos. Leverages screw geometry & bandit-based exploration for efficient plan generation.

This is a Plain English Papers summary of a research paper called Robot Learning Breakthrough: Teaching Complex Tasks with Just 5-10 Human Demonstrations. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

  
  
  Overview

Presents a novel approach for generating robot manipulation plans from a small number of user demonstrations
Leverages screw geometry and a bandit-based exploration strategy to efficiently acquire demonstrations and generate plans
Demonstrated on a range of manipulation tasks with a real robotic system

  
  
  Plain English Explanat...