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#machine learning Preprint Sep 2026

Patient-Centered Treatment Planning for Chronic Multimorbidity: A Hierarchical Reinforcement Learning Framework for Preference Modeling

Patient preference, defined as a patient's demonstrated willingness and capacity to adhere to clinical recommendations, is a primary determinant of therapeutic effect yet remains structurally absent from existing computational treatment planning models. We address this gap by presenting patient-centered factored-action...

Nafiseh Payani, Soham Das, G. A. Wilson et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Learning to Harvest Without Collapse in a Regenerative Commons: A Lagrangian Framework

A nonstationary Lagrangian framework that constructs a policy sequence from solutions of unconstrained games or cooperative control problems, and proves a reward-independent feasibility certificate, cooperative feasibility and approximate optimality against feasible policy mixtures, and an extension to unbiased sampled...

Jose Tupayachi, Xue-Ping Li, Soham Das · 0 citations

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