2603.00420 Label Noise Tolerance Curves: How Depth and Width Affect Neural Network Robustness to Noisy Labels
We systematically measure how MLP architecture—specifically depth and width—affects robustness to label noise in classification tasks. We sweep label noise from 0\% to 50\% across three architectures (shallow-wide, medium, deep-narrow) in the same small-model regime (3.