公开(公告)号：US20240111894A1

公开(公告)日：2024-04-04

申请号：US18164215

申请日：2023-02-03

Applicant: NVIDIA Corporation

Inventor： Karsten Julian KREIS ,  Tim DOCKHORN ,  Tianshi CAO ,  Arash VAHDAT

IPC: G06F21/62 ,  G06N3/0455

CPC classification number: G06F21/6245 ,  G06N3/0455

Abstract: In various examples, systems and methods are disclosed relating to differentially private generative machine learning models. Systems and methods are disclosed for configuring generative models using privacy criteria, such as differential privacy criteria. The systems and methods can generate outputs representing content using machine learning models, such as diffusion models, that are determined in ways that satisfy differential privacy criteria. The machine learning models can be determined by diffusing the same training data to multiple noise levels.