Learning regular sets from queries and counterexamples
Information and Computation
Bounded-width polynomial-size branching programs recognize exactly those languages in NC1
Journal of Computer and System Sciences - 18th Annual ACM Symposium on Theory of Computing (STOC), May 28-30, 1986
Non-uniform automata over groups
Information and Computation
Machine Learning
Machine Learning
Learning Expressions over Monoids
STACS '01 Proceedings of the 18th Annual Symposium on Theoretical Aspects of Computer Science
Algebraic Characterizations of Small Classes of Boolean Functions
STACS '03 Proceedings of the 20th Annual Symposium on Theoretical Aspects of Computer Science
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Computational Learning Theory has two goals: one, proposing rigorous models of learning tasks that can be carried out by computers. Two, designing algorithms that provably learn whole classes of concepts in these models within some efficiency criterion.