  Utilizing an emergent metric developed from deep learning techniques, we
determine the complex potential associated with static quarkonium. This study
explores the disintegration process of quarkonium by analyzing the real
component of this potential, which is crucial for understanding its stability
in various conditions. We show that the dissociation length, the critical
distance at which a quark and antiquark pair disintegrate, decreases as the
temperature increases. Furthermore, our assessment of the imaginary component
of the potential indicates an increase in the magnitude of the imaginary
potential for quarkonium as temperatures rise. This enhancement contributes to
the quarkonium's suppression within the quark-gluon plasma, mirroring the
anticipated outcomes from QCD. Our findings not only confirm the theoretical
predictions but also demonstrate the efficacy of deep learning methods in
advancing our understanding of high-energy particle physics.
