Susan Murphy
11 papers · 2010–2025 · 6 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Academic Marathon (15) π Cross-Pollinator (14)
πΊοΈ
Taxonomy Completionist
(21)
π
Conference Polyglot
(6)
π
Century Club
(11)
ποΈ
Keyword Collector
(50)
π
Conference Pioneer
Conferences
AISTATS (4)
NIPS (3)
ICML (1)
IJCAI (1)
JMLR (1)
MLHC (1)
Top co-authors
Keywords
contextual bandit
(4)
reinforcement learning
(3)
mobile health
(3)
online learning
(3)
multi-armed bandit
(2)
adaptive data collection
(2)
primal-dual algorithm
(1)
statistical inference
(1)
zero-shot learning
(1)
batch learning
(1)
off-policy learning
(1)
optimal policy
(1)
markov decision process
(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
Effect-Invariant Mechanisms for Policy Generalization
JMLR 2024
ReBandit: Random Effects Based Online RL Algorithm for Reducing Cannabis Use
IJCAI 2024
Online learning in bandits with predicted context
AISTATS 2024
Contextual Bandits with Budgeted Information Reveal
AISTATS 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
NIPS 2021
Inference for Batched Bandits
NIPS 2020
Action Centered Contextual Bandits
NIPS 2017
Model-Free Monte Carlo-like Policy Evaluation
AISTATS 2010