Forget-MI unlearns unimodal and joint embeddings of patient data in a multimodal chest X-ray model, reducing membership inference attack success by 0.202 while preserving only part of the original test performance.
Can bad teaching induce forgetting? unlearning in deep networks using an incom- petent teacher, 2023
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Forget-MI: Machine Unlearning for Forgetting Multimodal Information in Healthcare Settings
Forget-MI unlearns unimodal and joint embeddings of patient data in a multimodal chest X-ray model, reducing membership inference attack success by 0.202 while preserving only part of the original test performance.