Susan A. Murphy
7 papers · 2005–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Ultra π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (15) π£ Hot Topic Early Bird
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Topic Pioneer
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Research topics
Reinforcement Learning
(6)
Machine Learning
(5)
Methods
(4)
Applications
(3)
Optimization & Theory
(3)
Artificial Intelligence
(2)
Core AI
(2)
Learning Types Β· Machine Learning
(2)
Deep Learning
(1)
Healthcare & Medicine
(1)
Application Areas
(1)
Clinical
(1)
Core Methods
(1)
Learning Types Β· Deep Learning
(1)
Keywords
mobile health
(3)
online reinforcement learning
(2)
reinforcement learning
(2)
policy gradient
(1)
function approximation
(1)
sequential decision making
(1)
bellman equation
(1)
generalization error
(1)
model-based reinforcement learning
(1)
fitted q-iteration
(1)
survival analysis
(1)
partial observability
(1)
reward design
(1)
multi-objective optimization
(1)
hidden markov model
(1)
model-free reinforcement learning
(1)
context inference
(1)
multimodal data
(1)
clinical trial
(1)
linear value function
(1)
Papers
A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial
AAAI 2025
Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning
JMLR 2024
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions
UAI 2023
Reward Design for an Online Reinforcement Learning Algorithm Supporting Oral Self-Care
AAAI 2023
iSurvive: An Interpretable, Event-time Prediction Model for mHealth
ICML 2017
Linear Fitted-Q Iteration with Multiple Reward Functions
JMLR 2012
A Generalization Error for Q-Learning
JMLR 2005