Few-Shot Bayesian Imitation Learning with Logical Program Policies

Humans can learn many novel tasks from a very small number (1-5) of demonstrations, in stark contrast to the data requirements of nearly tabula rasa deep learning methods. We propose an expressive class of policies, a strong but general prior, and a learning algorithm that, together, can learn inter...

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Bibliographic Details
Main Authors: Silver, Tom (Author), Allen, Kelsey R (Author), Lew, Alex K (Author), Pack Kaelbling, Leslie (Author), Tenenbaum, Josh (Author)
Format: Article
Language:English
Published: Association for the Advancement of Artificial Intelligence (AAAI), 2021-12-07T19:30:07Z.
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