A structure-aware transformer trained on 3-14 qubit systems predicts Trotter orderings for 16-20 qubit 1D Heisenberg Hamiltonians with a mean fidelity gap of 0.00115 to the best of 24 candidates.
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A mixed singlet-triplet Schwinger boson mean-field theory identifies a chiral bosonic quantum spin liquid in the integer-spin Heisenberg-Kitaev model whose spectrum matches exact diagonalization results up to S~2.
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Structure-Aware Transformers for Learning Near-Optimal Trotter Orderings with System-Size Generalization in 1D Heisenberg Hamiltonians
A structure-aware transformer trained on 3-14 qubit systems predicts Trotter orderings for 16-20 qubit 1D Heisenberg Hamiltonians with a mean fidelity gap of 0.00115 to the best of 24 candidates.
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Chiral bosonic quantum spin liquid in the integer-spin Heisenberg-Kitaev model
A mixed singlet-triplet Schwinger boson mean-field theory identifies a chiral bosonic quantum spin liquid in the integer-spin Heisenberg-Kitaev model whose spectrum matches exact diagonalization results up to S~2.