Sumana Basu
3 papers · 2023–2026 · 1 venue · across top CS/AI venues
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Interdisciplinary Bridge · Silver
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reinforcement learning
(1)
offline reinforcement learning
(1)
transfer learning
(1)
sequential decision making
(1)
markov decision process
(1)
partially observable markov decision process
(1)
model-based reinforcement learning
(1)
partial observability
(1)
clinical decision support
(1)
fitted q-evaluation
(1)
mechanical ventilation
(1)
artificial pancrea
(1)
conservative q-learning
(1)
drug dosing
(1)
patient vital
(1)
glucose control
(1)
insulin therapy
(1)
glucose prediction
(1)
Papers
Bootstrapping Personalized Insulin Therapy via Model-Based Reinforcement Learning: An In Silico Study
AAAI 2026
On the Challenges of Using Reinforcement Learning in Precision Drug Dosing: Delay and Prolongedness of Action Effects
AAAI 2023
Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning
AAAI 2023