A fixed-coil stellarator-tokamak hybrid with 288 programmable dipoles and six geometries can generate more than 1.66 million optimized magnetic configurations spanning multiple symmetry classes.
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Stochastic tensor contraction reduces coupled cluster scaling to mean-field level for chemical accuracy while outperforming local approximations in time and error.
Decomposition of turbulent flow into outer and inner regions shows breakup driven by extreme outer stretching events that outpace inner dissipation, yielding an analytical model for breakup statistics linked to intermittency.
DiRe recovers exact first Betti numbers on noisy manifold stress tests, matches or beats GPU UMAP on classification, and preserves 3-4 times more topological structure than UMAP on 723K arXiv embeddings at similar speed.
Coupling two spin glasses causes their overlaps to lock non-perturbatively for intermediate coupling strengths, linked to finite-size corrections and Dyson hierarchical correlations.
Neural operator framework infers reaction-diffusion dynamics of amyloid-β and tau from longitudinal PET data to create digital twins, reports 87% and 81% predictive accuracy, and formulates PDE-constrained optimal control for treatment.
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Stochastic tensor contraction for quantum chemistry
Stochastic tensor contraction reduces coupled cluster scaling to mean-field level for chemical accuracy while outperforming local approximations in time and error.