Set-Valued Policy Learning

arXiv:2605.19830 · cs.LG, math.ST, stat.TH · Submitted 2026-05-19 · Read on arXiv

cs.LG, math.ST, stat.TH

Submitted: 2026-05-19

Updated: 2026-10-07

Terminology

• Causal Inference — 1× in this paper · explained in 4 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

Sources

• On the Utility of Prediction Sets in Human-AI Teams
• How many labelers do you have? A closer look at gold-standard labels
• Doubly Robust Policy Evaluation and Learning
• Policy learning under constraint: Maximizing a primary outcome while controlling an adverse event
• Confounding-Robust Policy Improvement with Human-AI Teams
• Human-AI Collaboration with Bandit Feedback
• Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents
• Policy Learning with the polle package
• Designing Decision Support Systems Using Counterfactual Prediction Sets
• Improving Expert Predictions with Conformal Prediction
• Treatment Allocation under Uncertain Costs

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