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Hypercube Neural Topologies: Enhancing Depth Efficiency and Gradient Flow in Deep Networks

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We propose a neural network architecture grounded in high-dimensional hypercube topology. In contrast to conventional sequential or skip-connected designs, the proposed approach maps layers to the vertices of an $n$ -dimensional hypercube and establishes inter... ...