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Alekh Agarwal

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Making Contextual Decisions with Low Technical Debt

May 09, 2017
Alekh Agarwal, Sarah Bird, Markus Cozowicz, Luong Hoang, John Langford, Stephen Lee, Jiaji Li, Dan Melamed, Gal Oshri, Oswaldo Ribas, Siddhartha Sen, Alex Slivkins

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Contextual Decision Processes with Low Bellman Rank are PAC-Learnable

Dec 01, 2016
Nan Jiang, Akshay Krishnamurthy, Alekh Agarwal, John Langford, Robert E. Schapire

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Contextual Semibandits via Supervised Learning Oracles

Nov 04, 2016
Akshay Krishnamurthy, Alekh Agarwal, Miroslav Dudik

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PAC Reinforcement Learning with Rich Observations

Oct 28, 2016
Akshay Krishnamurthy, Alekh Agarwal, John Langford

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Exploratory Gradient Boosting for Reinforcement Learning in Complex Domains

Mar 14, 2016
David Abel, Alekh Agarwal, Fernando Diaz, Akshay Krishnamurthy, Robert E. Schapire

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Efficient and Parsimonious Agnostic Active Learning

Jan 07, 2016
Tzu-Kuo Huang, Alekh Agarwal, Daniel J. Hsu, John Langford, Robert E. Schapire

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Fast Convergence of Regularized Learning in Games

Dec 10, 2015
Vasilis Syrgkanis, Alekh Agarwal, Haipeng Luo, Robert E. Schapire

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A Lower Bound for the Optimization of Finite Sums

Oct 04, 2015
Alekh Agarwal, Leon Bottou

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Learning to Search Better Than Your Teacher

May 20, 2015
Kai-Wei Chang, Akshay Krishnamurthy, Alekh Agarwal, Hal Daumé III, John Langford

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Taming the Monster: A Fast and Simple Algorithm for Contextual Bandits

Oct 14, 2014
Alekh Agarwal, Daniel Hsu, Satyen Kale, John Langford, Lihong Li, Robert E. Schapire

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