Progressive Approximation in Deep Residual Networks: Theory and Validation

Wei Wang, Xiao-Yong Wei, Qing Li

The Universal Approximation Theorem (UAT) guarantees universal function approximation but does not explain how residual models distribute approximation across layers. We reframe re…