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May 16, 2026Chemical Science0 citationsOpen Access

Generative Intelligence Explores Chemical Space at Ten Million Catalysts

RLRuili LiSZShuoqi ZhangQTQingli Tang

Key Points

  • This research aims to enhance the discovery of catalytic materials through innovative exploration of chemical spaces.
  • Utilized generative intelligence algorithms to systematically explore vast chemical spaces.
  • Conducted theoretical and experimental methods to assess the efficacy of discovered catalysts.
  • Analyzed catalytic performance metrics to validate findings.
  • Identified over ten million potential catalytic materials within unexplored chemical spaces.
  • Significantly expanded the range of viable catalysts compared to traditional exploration methods.

Abstract

Discovery of catalytic materials requires systematic exploration of vast chemical spaces. However, the scope of exploration that can be achieved using conventional theoretical and experimental methods is very limited. Herein,...

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Cite This Study

Li et al. (2026) studied this question.

synapsesocial.com/papers/6a080acea487c87a6a40cc65https://doi.org/10.1039/d6sc01469k
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