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Scale-QLoRA: Code-Invariant Adapter Merging for Native 4-bit Microscaling LLMs
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 serving stack can load. On a native 4-bit microscaling checkpoint (NVFP4, MXFP4) that step stops being free. The merged weig
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