... techniques [ 14 , 15 ], empirical or phenomenological techniques [ 16 ], and data-based techniques [ 17 ]. machine learning hot deformation flow stress modeling Arrhenius model supervised ML models constitutive relations mechanical behavior Graphical Abstract Figure Graphical abstract...