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Regularized Nonlinear Acceleration

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Phebe Vayanos, Robust Optimization & Sequential Decision-Making

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Antonio J. Conejo: Adaptive Robust Optimization and its Applications to Power Systems

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Learning Theory of Transformers: Generalization and Optimization of In-Context Learning

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Introduction to Distributionally Robust Optimization

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Smart "Predict, then Optimize"

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On Gradient-Based Optimization: Accelerated, Distributed, Asynchronous and Stochastic

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Bilevel Optimization: Stochastic Algorithms and Applications in Inverse Reinforcement Learning