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20222026
most citedMonte Carlo Augmented Actor-Critic for Sparse Reward Deep Reinforcement Learning from Suboptimal Demonstrations

5 citations · 5 across the 3 of their papers we have counts for

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cs.LG2025

Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints

Hyungki Im, Wyame Benslimane, Paul Grigas

We study an extension of contextual stochastic linear optimization (CSLO) that, in contrast to most of the existing literature, involves inequality constraints that depend on uncer…

math.OC2025

Self-Supervised Penalty-Based Learning for Robust Constrained Optimization

Wyame Benslimane, Paul Grigas

We propose a new methodology for parameterized constrained robust optimization, an important class of optimization problems under uncertainty, based on learning with a self-supervi…