Εμφανίζονται 1 - 20 Αποτελέσματα από 143.806 για την αναζήτηση 'wavefunction phase*', χρόνος αναζήτησης: 1,24δλ Περιορισμός αποτελεσμάτων
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    Academic Journal

    Συγγραφείς: Tomilin, V. A.Aff1, Aff2, IDS0021364026600904_cor1, Rostom, A. M.Aff1, Il’ichev, L. V.Aff1

    Πηγή: JETP Letters. 123(8):566-572

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    Academic Journal

    Συγγραφείς: Kunal Pal, Kuntal Pal, Keun-Young Kim

    Πηγή: Journal of High Energy Physics. 2026(8):1-70

    Σύνδεσμος πρόσβασης: https://doi.org/10.1007/JHEP08(2026)187

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    Mixed Materials

    Additional Titles: The spin-$1/2$ $J_1$-$J_2$ Heisenberg model on the square lattice exhibits a debated intermediate phase between Néel antiferromagnetic and stripe ordered regimes, with competing theories proposing plaquette valence bond, nematic, and quantum spin liquid ground states. We apply the Prometheus variational autoencoder framework -- previously validated on classical (2D, 3D Ising) and quantum (disordered transverse field Ising) phase transitions -- to systematically explore the $J_1$-$J_2$ phase diagram using a multi-scale approach. For $L=4$, we employ exact diagonalization with full wavefunction analysis via quantum-aware VAE. For larger systems ($L=6, 8$), we introduce a reduced density matrix (RDM) based methodology using DMRG ground states, enabling scaling beyond the exponential barrier of full Hilbert space representation. Through dense parameter scans of $J_2/J_1 \in [0, 1]$ and comprehensive latent space analysis, we identify the structure factor $S(π,π)$ and $S(π,0)$ as the dominant order parameters discovered by the VAE, with correlations exceeding $|r| > 0.97$. The RDM-VAE approach successfully captures the Néel-to-stripe crossover near $J_2/J_1 \approx 0.5$--$0.6$, demonstrating that local quantum correlations encoded in reduced density matrices contain sufficient information for unsupervised phase discovery. This work establishes a scalable pathway for applying machine learning to frustrated quantum systems where full wavefunction access is computationally prohibitive.

    Σύνδεσμος: http://arxiv.org/abs/2602.21468

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    Report
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    Book

    Additional Titles: Emergence of quantum orders with nontrivial quantum geometric properties in metals represent central issues in condensed matter physics. In this context, recently discovered chiral loop-current order in kagome metals has garnered significant attention. Particularly noteworthy is the giant electrical magnetochiral anisotropy (eMChA)observed in CsV₃Sb₅, which provides compelling evidence for the simultaneous breaking of time-reversal and inversion symmetries. However, the origin of the eMChA and its fundamental connection to the loop-current remain highly elusive, as the loop-current itself preserves inversion symmetry. Here, we demonstrate that the loop-current phase breaks inversion symmetry in the presence of the experimentally observed stripe charge-density wave, leading to finite eMChA coefficient γ[eM]. In this mechanism, γ[eM] is proportional to the product of the loop-current-induced orbital magnetization, M⁰[orb], and the lifetime of conduction electrons, τ. Therefore, γ[eM] is reversible by the magnetic fields, and it takes large value in kagome metals with τvFermi ≫ a₀ (=lattice constant). Surprisingly, the quantum metric, which defines a fundamental geometric aspect of Bloch wavefunctions, acquires significant momentum dependence in the loop-current phase, resulting in a dramatic enhancement of eMChA by ∼100 times. This research not only clarifies the fundamental symmetry-breaking states in kagome metals but also opens a path for exploring quantum metric-induced phenomena arising from exotic quantum phase transitions in various metals.