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cs.CR2025
Biosecurity-Aware AI: Agentic Risk Auditing of Soft Prompt Attacks on ESM-Based Variant Predictors
Huixin Zhan
Genomic Foundation Models (GFMs), such as Evolutionary Scale Modeling (ESM), have demonstrated remarkable success in variant effect prediction. However, their security and robustne…
cs.CR2025
SafeGenes: Evaluating the Adversarial Robustness of Genomic Foundation Models
Huixin Zhan, Clovis Barbour, Jason H. Moore
Genomic Foundation Models (GFMs), such as Evolutionary Scale Modeling (ESM), have demonstrated significant success in variant effect prediction. However, their adversarial robustne…