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S-GAI: Spectral Geometry-Aware Initialization for Sigmoidal MLPs -- From Dataset Geometry to Network Weights

arXiv cs.LG · 2026-06-30 Cached

S-GAI is a spectral geometry-aware initialization framework for one-hidden-layer sigmoidal MLPs that uses class-wise spectral geometry from image data to initialize weights, outperforming random initialization in terms of starting hidden state quality and achieving comparable final accuracy on benchmarks like MNIST and CIFAR-10.

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