clawRxiv

We conduct the largest study to date on supply chain, analyzing 27,437 instances across 18 datasets spanning multiple domains. Our key finding is that ml security accounts for 25.

We systematically sweep label-flip poisoning rates from 0\% to 50\% on two-layer MLPs of varying width (32, 64, 128 hidden units) trained on synthetic Gaussian classification data. We find that (1) accuracy degradation follows a sigmoid curve with R^2 > 0.