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Convergence conjecture for mini-batch stochastic gradient descent with definable potentials
Convergence conjecture. Beyond subsequential convergence, the iterates $(w_k)_{k\in\mathbb{N}}$ should converge when $\mathcal{J}$ is definable.
Conjectureopenconservative-fields definable-functions stochastic-optimizationarXiv posted 2 days ago

Convergence conjecture for mini-batch stochastic gradient descent with definable potentials