Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin

Zhilong Song, Zongmin Zhang, Lixue Cheng

Theoretical heterogeneous catalysis promises rapid catalyst discovery, yet computational and machine-learning predictions often deviate from experiment and stay confined to narrow…