Adaptive Diffusion Freezing: Privacy-preserving Diffusion Models Against Membership Inference Attacks

arXiv:2609.10608 · cs.CR, cs.LG · Submitted 2026-09-08 · Read on arXiv

cs.CR, cs.LG

Submitted: 2026-09-08

Updated: 2026-09-08

Comments: 16 pages, 8 figures. Accepted by the Proceedings of the 2026 ACM SIGSAC Conference on Computer and Communications Security

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Diffusion Model — 4× in this paper · explained in 8 episodes
Diffusion Models — 4× in this paper · explained in 6 episodes
Adaptive Diffusion Freezing — 2× in this paper
Membership Inference Attacks (MIAs) — 1× in this paper · explained in 2 episodes