MCU applies mode connectivity to trace nonlinear unlearning pathways in parameter space, adds a parameter mask and adaptive penalty, and produces a range of unlearning models that plug into existing methods.
Unified gradient-based machine unlearning with re- main geometry enhancement.Advances in Neu- ral Information Processing Systems, 37:26377–26414,
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Exploring Nonlinear Pathway in Parameter Space for Machine Unlearning
MCU applies mode connectivity to trace nonlinear unlearning pathways in parameter space, adds a parameter mask and adaptive penalty, and produces a range of unlearning models that plug into existing methods.