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Sigma-Branch: Hierarchical Single-Path Network Reconstruction for Dynamic Inference with Reduced Active Parameters

arXiv cs.LG · 2d ago Cached

Sigma-Branch restructures pretrained dense networks into a hierarchical binary tree with a shared backbone, routers, and specialized leaves, reducing per-inference active parameters by 58–60% while staying within 1.72 pp of baseline accuracy on CIFAR-100, ImageNet-1K, and ModelNet40.

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