GRAS method achieves best training-free reward across regulatory DNA and protein design, outperforming prior training-free methods and matching or surpassing reward-fine-tuned models

across regulatory DNA and protein design it attains the best training-free reward, outperforming prior training-free methods and matching or surpassing a reward-fine-tuned model

http://arxiv.org/abs/2608.26585v1