New papers propose improved methods for LLM unlearning

At least 7 Arxiv papers (June–July 2026) introduce techniques like signal-guided optimization, off-policy replay, and representation selectivity to improve LLM unlearning. Methods aim to balance forgetting specific knowledge while preserving general capabilities.