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The problem of function approximation to map a set of data with another is challenging When they are non linearly related. A variety of solutions based on Neural Networks are found in the literature. In this paper, a new class of Artificial neural networks with differential feedback are introduced. The different orders of differentials form a manifold of hyperplanes [2]. The spectral properties of these hyperplanes are explored.