The architecture of AGAT. (A) The DF module constructed using ANN networks for predicting the Young’s modulus of an individual CNT; (B) integration of the value generated by the DF module with the original input; (C) configuration of the GAT with initial five layers of GAT convolutions, each featuring an 8-head attention mechanism, and a final layer with a single-head attention mechanism.