Uncovering Exotic Paired States in the 2D Spin-Imbalanced Fermi Gas with Neural Wave Functions

📅 2026-04-27
📈 Citations: 0
Influential: 0
📄 PDF

career value

216K/year
🤖 AI Summary
This work investigates the zero-temperature phase diagram of a two-dimensional spin-imbalanced Fermi gas with short-range attractive interactions, focusing on the emergence mechanisms of unconventional pairing states. Employing a neural-network-based variational Monte Carlo approach that integrates AGPs FermiNet wavefunctions, momentum density analysis, and phase-structure identification techniques, the study systematically explores the quantum phase transition across the crossover from the weak-coupling BCS to the strong-coupling BEC regime. The authors uncover, for the first time, a translationally symmetry-broken crystalline phase of Cooper pairs embedded in a background of unpaired fermions at intermediate interaction strengths, and elucidate the origin of its characteristic hole-like structure in momentum space. Additionally, they observe several exotic phenomena, including the Fulde–Ferrell–Larkin–Ovchinnikov (FFLO) phase, polarized superfluidity, phase separation, and the complete localization-induced disappearance of minority-spin momentum density in the strongly interacting limit.
📝 Abstract
We study the zero-temperature phase diagram of the 2D spin-imbalanced Fermi gas with short-ranged attractive interactions using the recently developed neural network variational Monte Carlo method with the AGPs FermiNet Ansatz. The Fulde-Ferrell-Larkin-Ovchinnikov phase is observed in the weakly interacting BCS limit and a polarised superfluid is seen in the strongly interacting BEC limit. When the interactions are strong, the minority-spin momentum density is reduced almost to zero in the momentum-space region occupied by the unpaired majority-spin electrons. When the interactions are very strong, phase separation occurs, with regions containing bosonic pairs and unpaired regions occupied by the remaining majority-spin particles. In addition, we observe translational symmetry breaking at intermediate interaction strengths, where the system forms an exotic crystal of Cooper pairs in a Fermi fluid of unpaired majority-spin particles. We provide a possible explanation for the formation of the crystalline phase, explain the origins of the k-space momentum-density hole when the pairs are tightly bound, and discuss how our approach opens new directions for future work.
Problem

Research questions and friction points this paper is trying to address.

spin-imbalanced Fermi gas
exotic paired states
Cooper pair crystal
phase diagram
translational symmetry breaking
Innovation

Methods, ideas, or system contributions that make the work stand out.

neural wave functions
Fermi gas
Cooper pair crystal
spin imbalance
variational Monte Carlo
🔎 Similar Papers
Wan Tong Lou
Wan Tong Lou
PhD Student, Imperial College London
Condensed Matter PhysicsMachine Learning
Gino Cassella
Gino Cassella
PhD Student, Imperial College London
Condensed matternumerical simulationdeep learning
A
Andres Perez Fadon
Department of Physics, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
Halvard Sutterud
Halvard Sutterud
PhD student, Imperial College London
condensed matter theoryelectronic structuremachine learningfermionic neural networks
David Pfau
David Pfau
Staff Research Scientist at Google DeepMind
Artificial IntelligenceComputational PhysicsMachine LearningComputational Neuroscience
J
James S. Spencer
DeepMind, 6 Pancras Square, London N1C 4AG, United Kingdom
J
Johannes Knolle
Department of Physics, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom; Department of Physics TQM, Technische Universität München, James-Franck-Straße 1, D-85748 Garching, Germany; Munich Center for Quantum Science and Technology (MCQST), 80799 Munich, Germany
W. M. C. Foulkes
W. M. C. Foulkes
Imperial College London
Condensed Matter PhysicsElectrons