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ReLoRA is a knowledge-reusing adaptation framework that efficiently restores service-ready LoRA adapters for evolving LLM services, reducing time-to-readiness by up to 8.9× and improving accuracy by up to 4.6% through adaptive initialization and scheduled regularization.