Figure 1 (IMAGE)
Caption
Overall closed-loop workflow of Physics-Grounded Materials AI (PhysMat AI). It describes a closed-loop materials-discovery workflow that integrates physical principles, curated databases, AI models and agents, prediction and screening, experimental validation, and continuous feedback. Physics provides the scientific foundation for data representation and model reasoning, while validated results are continuously fed back to improve both the knowledge base and AI models, enabling reliable, interpretable, and continuously evolving materials discovery.
Credit
Hao Li et al.
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