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arXiv preprint arXiv:2507.10570 , year=

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Thresholded Local Hyper-Flow Diffusion

cs.LG · 2026-06-08 · unverdicted · novelty 7.0

TL-HFD extends hyper-flow diffusion with thresholded local updates that are proven exact on the active region, finite-time dual suboptimality bounds, and an activated-volume guarantee, often matching global HFD while scanning less volume on noisy data.

Quantum Algorithms for Triangle Cut Sparsification

quant-ph · 2026-06-04 · unverdicted · novelty 6.0

Quantum algorithms for triangle listing achieve time Õ(min(n^{5/4}t^{7/12} + n^{7/6}t^{7/9}, m + m^{3/4}t^{1/2}, n^{3/2}t^{1/2})) and enable ε-triangle cut sparsifiers of size Õ(n/ε²) in time Õ(T_q-list + √(mn)/ε).

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  • Thresholded Local Hyper-Flow Diffusion cs.LG · 2026-06-08 · unverdicted · none · ref 57

    TL-HFD extends hyper-flow diffusion with thresholded local updates that are proven exact on the active region, finite-time dual suboptimality bounds, and an activated-volume guarantee, often matching global HFD while scanning less volume on noisy data.

  • Quantum Algorithms for Triangle Cut Sparsification quant-ph · 2026-06-04 · unverdicted · none · ref 38

    Quantum algorithms for triangle listing achieve time Õ(min(n^{5/4}t^{7/12} + n^{7/6}t^{7/9}, m + m^{3/4}t^{1/2}, n^{3/2}t^{1/2})) and enable ε-triangle cut sparsifiers of size Õ(n/ε²) in time Õ(T_q-list + √(mn)/ε).