BLADE: Bilevel Low-rank Augmented-Lagrangian Erasure for LLM Unlearning

Md Toufikuzzaman, Ahmad Mousavi, Dongwon Lee

Existing LLM unlearning methods struggle with robustness: unbounded forget losses degrade model coherence, fixed-weight balancing cannot adapt as retain difficulty shifts mid-train…