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cs.LG2025
Leveraging Distribution Matching to Make Approximate Machine Unlearning Faster
Junaid Iqbal Khan
Approximate machine unlearning (AMU) enables models to `forget' specific training data through specialized fine-tuning on a retained (and forget) subset of training set. However, p…
cs.LG2024
Dataset Condensation Driven Machine Unlearning
Junaid Iqbal Khan
The current trend in data regulation requirements and privacy-preserving machine learning has emphasized the importance of machine unlearning. The naive approach to unlearning trai…