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All publications by Emma Brunskill
authors venues years



Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning
Christoph Dann and Emma Brunskill
Advances in Neural Information Processing Systems 28, 2015


PAC-inspired Option Discovery in Lifelong Reinforcement Learning
Emma Brunskill and Lihong Li
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Online Stochastic Optimization under Correlated Bandit Feedback
Mohammad G. Azar, Alessandro Lazaric and Emma Brunskill
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Sequential Transfer in Multi-armed Bandit with Finite Set of Models
Mohammad G. Azar, Alessandro Lazaric and Emma Brunskill
Advances in Neural Information Processing Systems 26, 2013


Provably Efficient Learning with Typed Parametric Models
Emma Brunskill, Bethany R. Leffler, Lihong Li, Michael L. Littman and Nicholas Roy
Journal of Machine Learning Research, 2009