Risk-Aware Quantile Learning for Personalized Dynamic Treatment Regimes

arXiv:2608.05434 · stat.ME, math.ST, stat.ML · Submitted 2026-08-05 · Read on arXiv

Chunyin Lei, Annie Qu

stat.ME, math.ST, stat.ML

Submitted: 2026-08-05

Comments: An earlier version of this work was accepted at STAI-X 2026

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

Terminology

• Consistency — 30× in this paper · explained in 3 episodes
• Benchmark — 11× in this paper · explained in 2 episodes
• Regularization — 11× in this paper · explained in 3 episodes
• Score Function — 11× in this paper · explained in 4 episodes
• Q-learning — 8× in this paper · explained in 3 episodes
• EMMA — 4× in this paper · explained in 2 episodes
• Unified Framework — 4× in this paper · explained in 6 episodes
• Regret — 3× in this paper · explained in 4 episodes
• Robustness — 3× in this paper · explained in 6 episodes
• Calibration — 2× in this paper · explained in 9 episodes
• Error Decomposition — 2× in this paper · explained in 4 episodes
• Regret Bound — 2× in this paper · explained in 2 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Risk-Aware Quantile Dynamic Treatment Regimes — 2× in this paper
• Theoretical Guarantees — 2× in this paper · explained in 2 episodes
• Absorb — 1× in this paper · explained in 1 episode
• Augmentation — 1× in this paper · explained in 2 episodes
• Causal Inference — 1× in this paper · explained in 5 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 14 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Longitudinal Data — 1× in this paper · explained in 2 episodes
• Objective Function — 1× in this paper · explained in 2 episodes
• Overfitting — 1× in this paper · explained in 2 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Reproducing Kernel Hilbert Space (RKHS) — 1× in this paper · explained in 7 episodes
• Sample Efficiency — 1× in this paper · explained in 7 episodes
• Sequential Organ Failure Assessment — 1× in this paper
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

Sources

• Robust Fitted-Q-Evaluation and Iteration under Sequentially Exogenous Unobserved Confounders

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