Beyond Retention: Orchestrating Structural Safety and Plasticity in Continual Learning for LLMs

Fei Meng

Continual learning in Large Language Models (LLMs) faces the critical challenge of balancing stability (retaining old knowledge) and plasticity (learning new tasks). While Experien…