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Nazanin Abolfazli

2 accepted papers

2023

A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level Problem

AISTATS 2023poster

In this paper, we study a class of bilevel optimization problems, also known as simple bilevel optimization, where we minimize a smooth objective function over the optimal solution set of another convex constrained optimization problem. Several iterative methods have been developed for tackling this…

2023

Projection-Free Methods for Stochastic Simple Bilevel Optimization with Convex Lower-level Problem

NeurIPS 2023poster

In this paper, we study a class of stochastic bilevel optimization problems, also known as stochastic simple bilevel optimization, where we minimize a smooth stochastic objective function over the optimal solution set of another stochastic convex optimization problem. We introduce novel stochastic b…

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