Grow, Don't Overwrite: Fine-tuning Without Forgetting

ArXi:2603.08647v1 Announce Type: new Adapting pre-trained models to specialized tasks often leads to catastrophic forgetting, where new knowledge overwrites foundational capabilities. Existing methods either compromise performance on the new task or struggle to balance