Downgrade to Upgrade: Optimizer Simplification Enhances Robustness in LLM Unlearning - Lang, Yicheng; Zhang, Yihua; Fan, Chongyu; Wang, Changsheng; Jia, Jinghan; Liu, Sijia (International Conference on Learning Representations, 2026)