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Hierarchical Multi-agent Large Language Model Reasoning for Autonomous Heterogeneous Catalyst Discovery
30 direct energy conversion, 36 materials science, ai-driven simulation, active learning, catalysis, large language models, materials discovery, multi-agent reasoning
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