Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD
arXiv:2601.10237v2 Announce Type: replace
Abstract: Differentially Private Stochastic Gradient Descent (DP-SGD) is the dominant paradigm for private training, but its fundamental limitations under worst-case adversarial privacy definitions remain poor…