CSP is typically conducted in two stages: structure exploration and structure relaxation. In the first stage, a large number of potential structures are generated, often at random, for which various ...

SPaDe-CSP first predicts most probable space groups and crystal densities using machine learning and then employs an efficient neural network potential for structure refinement. Prediction of crystal ...

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During structure relaxation, these structures are refined to identify the most stable configurations using energy minimization. However, random structure generation often produces several low-density ...