Apr 23, 2019 · We introduce new combinatorial quantities for concept classes, and prove lower and upper bounds for learning complexity in several models of query learning.
Abstract. We introduce new combinatorial quantities for concept classes, and prove lower and upper bounds for learning complexity in several models of ...
Bounds in query learning · Summary presentation · Full presentation. It ...
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Apr 3, 2012 · One easy way to get lower bounds is information-theory. You can figure out how many distinct targets there are and how many bits a query gives ...
Here we give the first strictly computational upper and lower bounds on the complexity of several types of learning in the SQ model. As it was already observed, ...
Sep 17, 2024 · In this paper, we derive query learning bounds for advice DFAs and nominal DFAs; the bounds for advice DFAs are the first known bounds for the ...
We define the statistical query (SQ) model of computation. We consider an algorithm that only interacts with dataset {(zi)} through some ψ : Rm → R. The ...
Aug 11, 2022 · If I have a lower bound on the number of SQ queries required to learn a density f, does this imply anything about the number of IID queries ...
Apr 22, 2019 · Abstract. We introduce new combinatorial quantities for concept classes, and prove lower and upper bounds for learning complexity in several ...
Recall that a statistical query specifies two arguments: a polynomial time evaluatable predicate mapping each labeled example to 0 or 1, and a tolerance α > 0, ...