3 papers
cs.CY2025
Test-Time Learning and Inference-Time Deliberation for Efficiency-First Offline Reinforcement Learning in Care Coordination and Population Health Management
Sanjay Basu, Sadiq Y. Patel, Parth Sheth +4
Care coordination and population health management programs serve large Medicaid and safety-net populations and must be auditable, efficient, and adaptable. While clinical risk for…
cs.LG2025
Hybrid Adaptive Conformal Offline Reinforcement Learning for Fair Population Health Management
Sanjay Basu, Sadiq Y. Patel, Parth Sheth +4
Population health management programs for Medicaid populations coordinate longitudinal outreach and services (e.g., benefits navigation, behavioral health, social needs support, an…
cs.LG2025
Feasibility-Guided Fair Adaptive Offline Reinforcement Learning for Medicaid Care Management
Sanjay Basu, Sadiq Y. Patel, Parth Sheth +4
We introduce Feasibility-Guided Fair Adaptive Reinforcement Learning (FG-FARL), an offline RL procedure that calibrates per-group safety thresholds to reduce harm while equalizing…