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A single adaptive framework can boost the efficiency of zeroth-order optimization by up to 3x without increasing memory usage.
Parameter importance isn't forever: dynamically adapting which parameters are frozen during fine-tuning significantly improves generalization and reduces forgetting in LLMs.
