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Image Credit: Arxiv

De Novo Molecular Design Enabled by Direct Preference Optimization and Curriculum Learning

  • De novo molecular design has extensive applications in drug discovery and materials science.
  • Efficient molecular generation and screening methods are essential for accelerating drug discovery and reducing costs.
  • Direct Preference Optimization (DPO) is adopted from NLP to optimize molecular properties by maximizing the likelihood difference between high- and low-quality molecules.
  • The proposed method achieved excellent scores on the GuacaMol Benchmark and demonstrated practical efficacy in target protein binding experiments.

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