Monte Carlo Augmented Actor-Critic for Sparse Reward Deep Reinforcement Learning from Suboptimal Demonstrations. - Albert Wilcox; Ashwin Balakrishna; Jules Dedieu; Wyame Benslimane; Daniel S. Brown; Ken Goldberg (NeurIPS, 2022)

Self-supervised Penalty-Based Learning for Robust Constrained Optimization. - Wyame Benslimane; Paul Grigas (CPAIOR (1), 2025)

Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints. - Hyungki Im; Wyame Benslimane; Paul Grigas (CoRR, 2025)