Optimizing p-spin models through hypergraph neural networks and deep reinforcement learning

Li Zeng, Mutian Shen, Tianle Pu +5

p-spin glasses, characterized by frustrated many-body interactions beyond the conventional pairwise case (p>2), are prototypical disordered systems whose ground-state search is NP-…