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A semicircle law and decorrelation phenomena for iterated Kolmogorov loops , volume=

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Strong Stochastic Flow Maps

cs.LG · 2026-05-31 · unverdicted · novelty 8.0

Strong Stochastic Flow Maps learn the strong solution map of additive-noise SDEs via a pathwise-convergent polynomial Brownian approximation, generalizing deterministic flow maps and enabling simulation-free training that outperforms prior weak-convergence stochastic methods on image generation and

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  • Strong Stochastic Flow Maps cs.LG · 2026-05-31 · unverdicted · none · ref 70

    Strong Stochastic Flow Maps learn the strong solution map of additive-noise SDEs via a pathwise-convergent polynomial Brownian approximation, generalizing deterministic flow maps and enabling simulation-free training that outperforms prior weak-convergence stochastic methods on image generation and