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artifact:mattergen

MatterGen

Diffusion model for materials generation; baseline system achieving 6.5% success rate on bandgap-targeted candidates.

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Papers (1)

paper

Methods (1)

method
  • Self-Correcting Search
    implements
    Technique using internal model representations as feedback loops to steer diffusion-based materials generation toward target properties.

Concepts (1)

concept
  • Materials Discovery
    about
    Domain of applying generative models to find novel materials with targeted properties (e.g., semiconductors with specific bandgaps).

Findings (1)

finding