Fig. 1: The analysis processes.

a The steps of MLIP training. b A pool of many MLIP models from the validation steps are sampled, and their performance on many properties is evaluated. These performance data of many MLIP models are analyzed c to identify challenging properties and d by the high-dimensional correlation analyses.