The Value of Human Expertise

arXiv:2608.26051 · math.OC, cs.AI · Submitted 2026-08-26 · Read on arXiv

math.OC, cs.AI

Submitted: 2026-08-26

Updated: 2026-08-26

Terminology

• Combinatorial Optimization — 11× in this paper · explained in 2 episodes
• Objective Function — 7× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Robustness — 2× in this paper · explained in 5 episodes
• Optimal Transport — 1× in this paper · explained in 5 episodes
• Regularization — 1× in this paper · explained in 3 episodes

Sources

• The Best of Many Robustness Criteria in Decision Making: Formulation and Application to Robust Pricing
• Diffusion-Robust Optimization over Graphs
• Fast Revenue Maximization
• Beating the Winner's Curse via Inference-Aware Policy Optimization
• Data Informativeness in Linear Optimization under Uncertainty
• Learning Decision-Focused Uncertainty Sets in Robust Optimization

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