4 papers
Removing Temporal Note Redundancy Improves Multimodal Reinforcement Learning for Medicine
Chenran Weng, Joo Seung Lee, Malini Mahendra +1
Mechanical ventilation is a critical life-support intervention, requiring dynamic adjustments to ventilator settings as a patient's condition evolves. While reinforcement learning…
Moral Hazard in LTI Dynamics: A Hypothesis Testing Approach
Jaewon Jeong, Pan-Yang Su, S. Shankar Sastry +1
Many incentive design problems must contend with information asymmetries due to non-observation of efficiency (adverse selection) or non-observation of effort (moral hazard). And a…
Profit Maximization for a Robotics-as-a-Service Model
Joo Seung Lee, Anil Aswani
The growth of Robotics-as-a-Service (RaaS) presents new operational challenges, particularly in optimizing business decisions like pricing and equipment management. While much rese…
Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation
Joo Seung Lee, Malini Mahendra, Anil Aswani
Mechanical ventilation is a critical life support intervention that delivers controlled air and oxygen to a patient's lungs, assisting or replacing spontaneous breathing. While sev…