Membrane: A Self-Evolving Contrastive Safety Memory for LLM Agent Defense
arXiv:2606.05743v1 Announce Type: cross Abstract: Despite advances in safety alignment, large language models remain vulnerable to continuously evolving jailbreaks. Existing fine-tuned safety classifi