crossrefMachine Learning: Science and Technology2026-07-06
Improving generalization and trainability of quantum eigensolvers via graph neural encoding
Abstract Determining the ground state of a many-body Hamiltonian is a central problem across physics, chemistry, and combinatorial optimization, yet it is often classically intractable due to the exponential growth of Hilbert space with system size. Even on fault-tolerant quantum…