A tight lower bound for fixed-projection class unlearning is proven, and an input-conditional gate (SCOPE) escapes the bound while achieving state-of-the-art source-free deletion.
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SCOPE: Entanglement Frontier Escape for Source-Free Class Unlearning
A tight lower bound for fixed-projection class unlearning is proven, and an input-conditional gate (SCOPE) escapes the bound while achieving state-of-the-art source-free deletion.