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This article introduces the composition-only model LGDCNN, similar to Finder and Crabnet on matbench, but outperforms them on almost all benchmark test sets, with better interpretability, fewer training parameters, and...

We PR'ed two models, DenseGNN and LGDCNN-composition-only, which are currently under review at npj computational materials and Journal of Chemical Theory and Computation, respectively.