Jiao Huang

Code-Generated Graph Representations Using Multiple LLM Agents for Material Properties Prediction

Graph neural networks have recently demonstrated remarkable performance in predicting material properties. Crystalline material data is manually encoded into graph representations. Existing methods incorporate different attributes into constructing representations to satisfy the constraints arising…