2026
No Caption, No Problem: Caption-Free Membership Inference via Model-Fitted Embeddings
ICLR 2026poster
Latent diffusion models have achieved remarkable success in high-fidelity text-to-image generation, but their tendency to memorize training data raises critical privacy and intellectual property concerns. Membership inference attacks (MIAs) provide a principled way to audit such memorization by dete…