A U-Net-based ML pipeline reconstructs the complete phase field and quantized vortex charges in 2D Bose-Einstein condensates from density snapshots alone, using synthetic training data from projected Gross-Pitaevskii simulations.
Extreme Loss Suppression and Wide Tunability of Dipolar Interactions in an Ultracold Molec- ular Gas, May 2025
4 Pith papers cite this work. Polarity classification is still indexing.
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cond-mat.quant-gas 4verdicts
UNVERDICTED 4representative citing papers
Microwave dressing breaks rotational symmetry in polar-molecule interactions, producing metastable droplet arrays as non-equilibrium states while suppressing the crystalline phase expected for antidipolar cases.
Self-bound quantum droplets exhibit nonmonotonous dependence on non-axisymmetric DDI strength, tighter binding with more particles, collapse at low s-wave scattering length, and direction-dependent collision outcomes ranging from rebound to fragmentation.
A universal s-wave resonance is accessible in dipolar fermionic spin mixtures via microwave parameters, enabling tunable interactions and tetratomic bound states without losing shielding.
citing papers explorer
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Machine Learning Phase Field Reconstruction in a Bose-Einstein Condensate
A U-Net-based ML pipeline reconstructs the complete phase field and quantized vortex charges in 2D Bose-Einstein condensates from density snapshots alone, using synthetic training data from projected Gross-Pitaevskii simulations.
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Equilibrium and non-equilibrium phases of microwave-dressed polar molecules beyond rotational symmetries
Microwave dressing breaks rotational symmetry in polar-molecule interactions, producing metastable droplet arrays as non-equilibrium states while suppressing the crystalline phase expected for antidipolar cases.
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Formation and dynamics of self-bound droplets in dipolar molecular condensate
Self-bound quantum droplets exhibit nonmonotonous dependence on non-axisymmetric DDI strength, tighter binding with more particles, collapse at low s-wave scattering length, and direction-dependent collision outcomes ranging from rebound to fragmentation.
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Tunable Field-Linked $s$-wave Interactions in Dipolar Fermi Mixtures
A universal s-wave resonance is accessible in dipolar fermionic spin mixtures via microwave parameters, enabling tunable interactions and tetratomic bound states without losing shielding.