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cs.LG2026
Robust Continual Unlearning against Knowledge Erosion and Forgetting Reversal
Eun-Ju Park, Youjin Shin, Simon S. Woo
As a means to balance the growth of the AI industry with the need for privacy protection, machine unlearning plays a crucial role in realizing the ``right to be forgotten'' in arti…
cs.LG2026
Efficient Unlearning through Maximizing Relearning Convergence Delay
Khoa Tran, Simon S. Woo
Machine unlearning poses challenges in removing mislabeled, contaminated, or problematic data from a pretrained model. Current unlearning approaches and evaluation metrics are sole…
cs.LG2025
Fairness and Robustness in Machine Unlearning
Khoa Tran, Simon S. Woo
Machine unlearning poses the challenge of ``how to eliminate the influence of specific data from a pretrained model'' in regard to privacy concerns. While prior research on approxi…