Scale-QLoRA: Code-Invariant Adapter Merging for Native 4-bit Microscaling LLMs

Tung-Ling Li, Jiale Huang, Lee-Chi Wang +1

Merging a LoRA adapter into its base model is standard deployment practice: it removes the runtime adapter's per-forward overhead and leaves a single standalone checkpoint any serv…