169 citations · 527 across the 30 of their papers we have counts for
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math.PR2016★ 1 cited
On strict convergence of stochastic gradients
Michel Benaim
We discuss conditions ensuring the (strict) convergence of stochastic gradient algorithms.
math.PR2016★ 13 cited
Ergodicity of inhomogeneous Markov chains through asymptotic pseudotrajectories
Michel Benaïm, Florian Bouguet, Bertrand Cloez
In this work, we consider an inhomogeneous (discrete time) Markov chain and are interested in its long time behavior. We provide sufficient conditions to ensure that some of its as…