Achieving Pure Differential Privacy for Functional Summaries via Independent Component Laplace Process

The authors introduce the Independent Component Laplace Process (ICLP) mechanism to achieve pure differential privacy for functional summaries, addressing limitations of existing mechanisms by treating summaries as truly infinite-dimensional objects.