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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4 Pith papers cite this work. Polarity classification is still indexing.
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2026 4verdicts
UNVERDICTED 4representative citing papers
Stochastic tensor contraction reduces coupled cluster scaling to mean-field level for chemical accuracy while outperforming local approximations in time and error.
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.
citing papers explorer
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A programmable stellarator-tokamak hybrid for million-scale magnetic-configuration discovery
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 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.
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DiRe-RAPIDS: Topology-faithful dimensionality reduction at scale
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.
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Overlap locking and non-perturbative effects in spin glasses
Coupling two spin glasses causes their overlaps to lock non-perturbatively for intermediate coupling strengths, linked to finite-size corrections and Dyson hierarchical correlations.