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The volume presents 26 revised full papers selected from 42 submissions. Also included are three invited papers by leading researchers. Among the topics addressed are PAC learning, learning algorithms, inductive learning, inductive inference, learningfrom examples, game-theoretical aspects, decision procedures, language learning, neural algorithms, and various other aspects of computational learning theory.