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Home/Authors/Philippe L. Toint

Philippe L. Toint

1 indexed paper

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Publications per year

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26

Top categories

AI×1Optimization and Control×1

Frequent co-authors

Serge Gratton1×

Research Timeline

2026
Stochastic convergence of parallel asynchronous adaptive first-order methods

The paper analyzes a new class of asynchronous adaptive first-order optimization methods and proves their stochastic convergence rate is O(1/sqrt{t}) for non-convex functions.

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Papers

cs.AImath.OCRecentJun 1, 2026

Stochastic convergence of parallel asynchronous adaptive first-order methods

Serge Gratton, Philippe L. Toint

The paper analyzes a new class of asynchronous adaptive first-order optimization methods and proves their stochastic convergence rate is O(1/sqrt{t}) for non-convex functions.

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