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The Persistence of Underdevelopment, on two new perceptron learning models, learning a binary perceptron from noisy examples, and learning with an undetermined input architecture. These models are studied within the framework of the annealed approximation to clarify the presentation. Despite its simplifying assumptions, the annealed a