Susan A. Murphy
7 papers · 2005–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (20) π Conference Polyglot (4) π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (15)
π
Renaissance Researcher
(5)
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(15)
π±
Topic Pioneer
π§¬
Topic Evolution
π
Trend Setter
Conferences
JMLR (3)
AAAI (2)
ICML (1)
UAI (1)
Top co-authors
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)
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 datum
(1)
clinical trial
(1)
linear value function
(1)
learning bound
(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