MARCO: The Radioactive Watermark for Protein Generative Models
Protein Generative Models (PGMs) have revolutionized structural biology by enabling the design of complex 3D protein structures from sequence data.
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Key points
- However, this breakthrough introduces a dual-use challenge, exposing high-value PGMs to economic risks like unauthorized model extraction and biosecurity threats such as biohazard synthesis.
- Comprehensive experiments demonstrate that MARCO achieves superior fidelity and robustness while successfully validating watermark transferability.
Sources (1)
- [1]MARCO: The Radioactive Watermark for Protein Generative ModelsarXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 6, 01:18 PM
Protein Generative Models (PGMs) have revolutionized structural biology by enabling the design of complex 3D protein structures from sequence data.
However, this breakthrough introduces a dual-use challenge, exposing high-value PGMs to economic risks like unauthorized model extraction and biosecurity threats such as biohazard synthesis.
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