Extended Data Fig. 1: Schematic of the policy network (top) and forward model (bottom).

The physics bias for stress predictions is encoded in the ‘Magnitude Decoder’ of the forward model, predicting the coefficients C and n of the power-scaling law, \({y}_{max}={C}_{\rho }^{-n}\), with the relative density \(\bar{\rho }\).