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Over 20% of software vulnerabilities actually require multiple patches across repositories and branches to fully resolve, yet public databases miss them so consistently that one-fifth of supposedly "single-patch" CVEs are dangerously incomplete.
Integrating real images into the GRPO process and using dual-reward guidance allows PortraitGen to achieve unprecedented levels of photorealism while effectively suppressing AI artifacts.
