Research collection
#membership-inference
Research tagged membership-inference: explanations, evidence, limitations and connections between papers.
2 results
Diffusion models can reveal memorized images before copies
A diffusion-model method probes hidden training-image memorization, with evidence bounded to tested datasets and one released model.
A direct formula makes private-training noise calibration less conservative
A direct noise-calibration method bounds membership tests in random-allocation DP-SGD and computes an exact reference.