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Susan A. Murphy — most-cited papers & profile · Reinforcement Learning
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Susan A. Murphy
11
papers ·
10
citations
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Statistical Inference After Adaptive Sampling For Longitudinal Data
2022 · 3 citations
Fast Physical Activity Suggestions: Efficient Hyperparameter Learning in Mobile Health
2020 · 2 citations
Towards Optimizing Human-Centric Objectives in AI-Assisted Decision-Making With Offline Reinforcement Learning
2024 · 2 citations
Reward Design For An Online Reinforcement Learning Algorithm Supporting Oral Self-Care
2022 · 1 citations
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning
2023 · 1 citations
A Deployed Online Reinforcement Learning Algorithm In An Oral Health Clinical Trial
2024 · 1 citations
Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning
2021
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions
2023
Monitoring Fidelity of Online Reinforcement Learning Algorithms in Clinical Trials
2024
The Fallacy of Minimizing Cumulative Regret in the Sequential Task Setting
2024
BOTS: Batch Bayesian Optimization of Extended Thompson Sampling for Severely Episode-Limited RL Settings
2024
Top co-authors
Finale Doshi-Velez
· 4
Kelly W. Zhang
· 4
Anna L. Trella
· 3
Inbal Nahum-Shani
· 3
Vivek Shetty
· 3
Benjamin M. Marlin
· 2
Karine Karine
· 2
Sarah Rathnam
· 2
Amanda E. Paluch
· 1
and Finale Doshi-Velez
· 1
Hinal Jajal
· 1
Iris Yan
· 1
Topics
Model-Based RL
Safe RL
Offline RL
Value-Based
Meta-RL
Exploration
RLHF & Alignment
econ.EM
stat.AP
stat.ME