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Design principles of deep translationally symmetric neural quantum states for frustrated magnets

Rajah P. Nutakki*, Ahmedeo Shokry, and Filippo Vicentini

  • CPHT, CNRS, École Polytechnique, Institut Polytechnique de Paris, 91120 Palaiseau, France; Collège de France, Université PSL, 11 place Marcelin Berthelot, 75005 Paris, France; Inria Paris-Saclay, 91120 Palaiseau, France; and LIX, CNRS, Ecole Polytechnique, Institut Polytechnique de Paris, 91120 Palaiseau, France

  • *Contact author: rajah.nutakki@polytechnique.edu

Double descent: When do neural quantum states generalize?

M. Schuyler Moss, Alev Orfi, Christopher Roth, Anirvan M. Sengupta, Antoine Georges, Dries Sels, Anna Dawid, and Agnes Valenti

Phys. Rev. E 113 045303 (2026)

Variational study of the magnetization plateaus in the spin- 12 kagome Heisenberg antiferromagnet: An approach from vision transformer neural quantum states

Andreas Raikos, Sylvain Capponi, and Fabien Alet

Phys. Rev. B 114 074410 (2026)

Grassmann variational Monte Carlo with neural wave functions

Douglas Hendry, Alessandro Sinibaldi, and Giuseppe Carleo

Phys. Rev. B 114 134404 (2026)

Comparing symmetrized determinant neural quantum states for the Hubbard model

Louis Sharma, Ahmedeo Shokry, Rajah Nutakki, Olivier Simard, Michel Ferrero, and Filippo Vicentini

Phys. Rev. B 113 245104 (2026)

Looking elsewhere: improving variational Monte Carlo gradients by importance sampling

Antoine Misery, Luca Gravina, Alessandro Santini, and Filippo Vicentini

Mach. Learn.: Sci. Technol. 7 015035 (2026)

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