2024
A two-scale Complexity Measure for Deep Learning Models
NeurIPS 2024poster
We introduce a novel capacity measure 2sED for statistical models based on the effective dimension. The new quantity provably bounds the generalization error under mild assumptions on the model. Furthermore, simulations on standard data sets and popular model architectures show that 2sED correlates…