Author

Zi-Hao Wang

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Preprint Oct 2026

Training-Data Extraction from Genomic Language Models

An output-only black-box attack on Evo 2 is presented that selects convergent groups of repeated generations without gradients, token likelihoods, or training-corpus access during candidate selection, establishing convergence among repeated nucleotide generations as a practical output-only signal for recovering long tr...

Tian-Hao Mao, Zi-Hao Wang, Dongfang Zhao et al. · 0 citations