Madhavan Citalamangalam Kumaran

Similarity-Aware Machine Unlearning

This work introduces a retain-aware localization method that considers parameter importance to both forgotten and retained data, and introduces a retain-similar evaluation set, constructed using cosine similarity in the model embedding space, to directly measure collateral damage.