Susan Murphy
11 papers · 2010–2025 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (23)
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Keyword Champion
(4)
π§
Keyword Pioneer
ποΈ
Keyword Collector
(52)
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Century Club Β· Bronze
Top co-authors
Research topics
Keywords
mobile health
(4)
reinforcement learning
(4)
contextual bandit
(4)
online learning
(3)
markov decision process
(2)
multi-armed bandit
(2)
adaptive data collection
(2)
primal-dual algorithm
(1)
statistical inference
(1)
zero-shot learning
(1)
off-policy learning
(1)
optimal policy
(1)
batch learning
(1)
regularization parameter
(1)
off-policy evaluation
(1)
regret guarantee
(1)
logistic regression
(1)
online reinforcement learning
(1)
statistical power
(1)
domain generalization
(1)
Papers
Harnessing Causality in Reinforcement Learning with Bagged Decision Times
AISTATS 2025
Contextual Bandits with Budgeted Information Reveal
AISTATS 2024
Effect-Invariant Mechanisms for Policy Generalization
JMLR 2024
Online learning in bandits with predicted context
AISTATS 2024
ReBandit: Random Effects Based Online RL Algorithm for Reducing Cannabis Use
IJCAI 2024
The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning
ICML 2023
Power Constrained Bandits
MLHC 2021
Statistical Inference with M-Estimators on Adaptively Collected Data
NeurIPS 2021
Inference for Batched Bandits
NeurIPS 2020
Action Centered Contextual Bandits
NeurIPS 2017
Model-Free Monte Carlo-like Policy Evaluation
AISTATS 2010