Intelligent System with Integrated Representation Learning and Skill Learning

摘要

A computer-implemented method includes, in one aspect, obtaining data specifying one or more expressions for a problem to be solved and an action that changes a state of the problem when applied to the one or more expressions, identifying one or more features of the one or more expressions, identifying a precondition for applying the action that changes the state of the problem, identifying a sequence of operator functions, and generating a production rule based on the identified one or more features, the identified precondition, and the identified operator function.

主权项

1. A method comprising:
obtaining data specifying one or more expressions for a problem to be solved and an action that changes a state of the problem when applied to the one or more expressions; identifying, by one or more processors, one or more features of the one or more expressions based on stored grammar rules and further based on features of stored positive training problems that are associated with positive feedback; identifying, by the one or more processors, a precondition for applying the action that changes the state of the problem, with identification of the precondition based on the positive training problems, negative training problems associated with negative feedback, and the identified one or more features of the one or more expressions; identifying, by the one or more processors, a sequence of operator functions based on the identified one or more features, the action that changes the state of the problem, and the positive training problems; and generating, by the one or more processors, a production rule based on the identified one or more features, the identified precondition, and the identified operator function.