Stable Policy Learning

arXiv:2609.19418 · econ.EM, cs.LG, math.ST, stat.ML, stat.TH · Submitted 2026-09-16 · Read on arXiv

econ.EM, cs.LG, math.ST, stat.ML, stat.TH

Submitted: 2026-09-16

Updated: 2026-09-16

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Regret — 79× in this paper · explained in 3 episodes
• Algorithmic Stability — 18× in this paper · explained in 1 episode
• Accuracy — 16× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Regularization — 4× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Score Function — 2× in this paper · explained in 4 episodes
• Admissibility — 1× in this paper · explained in 2 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Quantifying Uncertainty — 1× in this paper · explained in 5 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• Certified Decisions
• Policy Learning with Confidence
• Inference for an Algorithmic Fairness-Accuracy Frontier
• Optimal Policy Choices Under Uncertainty
• Producing Policy Recommendations: from Statistical Decision Theory to Empirical Practice
• A Researcher's Guide to Empirical Risk Minimization

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