arXiv 2606.02606 introduces ReLoRA, addressing a practical problem: when the base model updates frequently (weekly or even daily), the LoRA adapters fine-tuned for the old base become useless. ReLoRA enables "incremental LoRA training" — adapters trained on older bases can be efficiently ported to new bases with minimal retraining, saving the cost of full re-fine-tuning.