Few-Shot Induction of Generalized Logical Concepts via Human Guidance

We consider the problem of learning generalized first-order representations of concepts from a small number of examples. We augment an inductive logic programming learner with 2 novel contributions. First, we define a distance measure between candidate concept representations that improves the effic...

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Bibliographic Details
Main Authors: Mayukh Das, Nandini Ramanan, Janardhan Rao Doppa, Sriraam Natarajan
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-11-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2020.00122/full