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Stochastic runge-kutta methods and adaptive sgd-g2 stochastic gradient descent

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Learning by solving differential equations

cs.LG · 2025-05-19 · conditional · novelty 5.0

Runge-Kutta optimizers adapted with momentum, preconditioning, or adaptive learning rates can close the large-batch generalization gap and match Adam on small MLP workloads.

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  • Learning by solving differential equations cs.LG · 2025-05-19 · conditional · none · ref 3

    Runge-Kutta optimizers adapted with momentum, preconditioning, or adaptive learning rates can close the large-batch generalization gap and match Adam on small MLP workloads.