Northwestern engineers develop MaxDiff RL, an AI algorithm boosting robot learning by encouraging random exploration.
, Maximum Diffusion Reinforcement Learning , motivates robots to investigate their surroundings as randomly as possible to gain a wide range of experiences.
According to the team, this new algorithm facilitates rapid task acquisition, with robots mastering new tasks and executing them flawlessly on the very first attempt. This stands in stark contrast to existing AI models, which typically rely on slower trial-and-error learning processes.Scientists, engineers, and researchers employ vast amounts of human-curated and filtered big data to train machine-learning algorithms.
“Our robots were faster and more agile — capable of effectively generalizing what they learned and applying it to new situations. For real-world applications where robots can’t afford endless time for trial and error, this is a huge benefit,” highlighted Berrueta.
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