Andreas Krause

Multi-Objective Generative Optimization via Expected Hypervolume Fine-Tuning

Scientific discovery requires plausible designs spanning useful trade-offs among competing properties: a molecule with strong binding affinity, for example, may be difficult to synthesize. Pretrained generative models, e.g., flow and diffusion generators, provide a foundation for proposing such designs, but steering th...