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Machine Unlearning on Shakespeare

0.17Epsilon LBIDA
-0.46563.82478.11512.4053Jul 7, 2026

Evaluation results

MethodLinks
IDAlambda=1.5, Ef=7, q=1, total unlearning epochs=82026.070.17
Forget ascenttotal unlearning epochs=82026.070.17
Hessian-based2026.074.18
IDAlambda=1.5, Ef=4, q=1, total unlearning epochs=82026.079.97
IDAlambda=0.5, Ef=7, q=1, total unlearning epochs=82026.0710.38
IDAq=1, lambda=0.5, Ef=4, total unlearning epochs=82026.0713.15
IDAq=4, lambda=0.5, Ef=4, total unlearning epochs=82026.0713.78
IDAq=9, lambda=0.5, Ef=4, total unlearning epochs=82026.0714.42
Retain fine-tunetotal unlearning epochs=82026.0716.06