Why does Adapter Layers matter for AI governance?

Modern adapter variants include AdapterFusion (combining multiple adapters at inference), Compacter (more parameter-efficient adapter formulations), and the IA3 method (which uses learned scaling vectors instead of bottleneck modules). Tools including AdapterHub and the Hugging Face PEFT library support adapter layers as one option among many PEFT methods. The plat