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Susan Murphy — most-cited papers & profile · Reinforcement Learning
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Susan Murphy
11
papers ·
49
citations
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Most-cited papers
Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity
2019 · 23 citations
Batch Policy Learning in Average Reward Markov Decision Processes
2020 · 15 citations
Rapidly Personalizing Mobile Health Treatment Policies with Limited Data
2020 · 4 citations
Modeling Mobile Health Users as Reinforcement Learning Agents
2022 · 2 citations
Missing Data Multiple Imputation for Tabular Q-Learning in Online RL
2025 · 1 citations
Reinforcement Learning on Dyads to Enhance Medication Adherence
2025 · 1 citations
Did we personalize? Assessing personalization by an online reinforcement learning algorithm using resampling
2023 · 1 citations
Reinforcement Learning Interventions on Boundedly Rational Human Agents in Frictionful Tasks
2024 · 1 citations
reBandit: Random Effects based Online RL algorithm for Reducing Cannabis Use
2024 · 1 citations
Dyadic Reinforcement Learning
2023
MiWaves Reinforcement Learning Algorithm
2024
Top co-authors
Inbal Nahum-Shani
· 4
Peng Liao
· 4
Predrag Klasnja
· 4
Pei-Yao Hung
· 3
Susobhan Ghosh
· 3
Erin Bonar
· 2
Finale Doshi-Velez
· 2
Guy Shani
· 2
Lara Coughlin
· 2
Maureen Walton
· 2
Siddharth Swaroop
· 2
Sung Won Choi
· 2
Topics
Model-Based RL
Value-Based
Policy Gradient
Meta-RL
Offline RL
Multi-Agent
Safe RL
stat.ML
cs.AI
cs.LG