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A differential equation for modeling nesterov’s accelerated gradient method: Theory and insights

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Accelerating Optimization via Differentiable Stopping Time

cs.LG · 2025-05-28 · conditional · novelty 5.0

A discrete stopping-time sensitivity defined from an ODE discretization approximates the continuous hitting-time gradient with O(h) error, enabling gradient-based optimization of iteration counts.

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  • Accelerating Optimization via Differentiable Stopping Time cs.LG · 2025-05-28 · conditional · none · ref 7

    A discrete stopping-time sensitivity defined from an ODE discretization approximates the continuous hitting-time gradient with O(h) error, enabling gradient-based optimization of iteration counts.