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.
Shared adversarial unlearning: Back- door mitigation by unlearning shared adversarial ex- amples.Advances in Neural Information Processing Systems, 36:25876–25909, 2023
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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.