Fig. 4: Overall element contribution to property predictions.
From: Compositionally restricted attention-based network for materials property predictions

Average contribution of all elements to bulk modulus predictions, computed from the AFLOW bulk modulus dataset, (a) plotted on a periodic table and (b) plotted as a distribution showing the per-element contribution amounts of Li and W, respectively, in all the compounds. The darker colored elements in the periodic table contribute more towards a compound’s bulk modulus value.