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math.NA 1

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2025 1

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Solving McKean-Vlasov Equation by deep learning particle method

math.NA · 2025-01-01 · reject · novelty 6.0

A deep learning particle method is proposed that represents McKean-Vlasov SDE solutions as neural functions of Brownian motion and minimizes coefficient residuals, but representation is not proved to be expressive enough.

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  • Solving McKean-Vlasov Equation by deep learning particle method math.NA · 2025-01-01 · reject · none · ref 5

    A deep learning particle method is proposed that represents McKean-Vlasov SDE solutions as neural functions of Brownian motion and minimizes coefficient residuals, but representation is not proved to be expressive enough.