⚛️ nuclear theory
Bridging Ab Initio Symmetries and Global Nuclear Masses with Interpretable Neural Networks
This paper demonstrates that interpretable neural networks incorporating Wigner's SU(4) and Elliott's SU(3) symmetries not only achieve competitive accuracy in predicting global nuclear masses but also reveal that these fundamental symmetries govern binding energies across the entire nuclear chart, offering crucial physical insights into phenomena like symmetry restoration near the neutron dripline.
Phong Dang, Evander Espinoza, Xiaoliang Wan, Michela Negro, Jerry P. Draayer, Feng Pan, Tomas Dytrych, Daniel Langr, Dav (…)2026-06-29✓ Author reviewed ⓘ