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Learning Large-Alphabet and Analog Circuits with Value Injection Queries
 

Summary: Learning Large-Alphabet and Analog Circuits with
Value Injection Queries
Dana Angluin1
James Aspnes1,
Jiang Chen2,
Lev Reyzin1,,
1
Computer Science Department, Yale University
{angluin,aspnes}@cs.yale.edu, lev.reyzin@yale.edu
2
Center for Computational Learning Systems, Columbia University
criver@cs.columbia.edu
Abstract
We consider the problem of learning an acyclic discrete circuit with
n wires, fan-in bounded by k and alphabet size s using value injec-
tion queries. For the class of transitively reduced circuits, we develop
the Distinguishing Paths Algorithm, that learns such a circuit using
(ns)O(k)
value injection queries and time polynomial in the number of
queries. We describe a generalization of the algorithm to the class of

  

Source: Aspnes, James - Department of Computer Science, Yale University

 

Collections: Computer Technologies and Information Sciences