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Optimal Stochastic Bilevel Optimization with First-Order Oracles

Pan, Linxuan et al.
arXiv (All) · Papers
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optimization-and-control
We study nonconvex--strongly-convex bilevel optimization under a stochastic first-order oracle. We introduce MRT-FD, a single-loop first-order method that simultaneously tracks the upper-level variable, the lower-level solution, and the auxiliary response arising from implicit differentiation of the
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