When to Adapt: Conditional Memory Adapters for Retention-Preserving Domain Specialization

Jiayu Hou, Lei Wang

Large language models deployed in specialized domains must improve in-domain performance without sacrificing general capabilities. Existing parameter-efficient fine-tuning methods…