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cs.IT2026
Diffusion Sensitivity Geometry and Strong Duality for Optimal Privacy-Utility Tradeoffs
Tue Do, Daniel Alabi
Existing approaches to differential privacy in diffusion models rely on loose sensitivity bounds and isotropic Gaussian noise, leading to unnecessary estimation error. We develop a…
cs.LG2026
DIME: Query-Efficient Framework for Membership Inference on Diffusion Models
Tue Do, Daniel Alabi
Membership inference attacks expose whether individual records were used to train a model, yet existing attacks on diffusion models are largely heuristic and can require substantia…