AI RESEARCH

Less Random, More Private: What is the Optimal Subsampling Scheme for DP-SGD?

arXiv CS.LG

ArXi:2605.07072v1 Announce Type: new Poisson subsampling is the default sampling scheme in differentially private machine learning, largely because its unstructured randomness yields tractable privacy amplification analyses. Yet this same randomness