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Work in Progress: Temporally Extended Auxiliary Tasks

Apr 16, 2020
Craig Sherstan, Bilal Kartal, Pablo Hernandez-Leal, Matthew E. Taylor

* Accepted for the Adaptive and Learning Agents (ALA) Workshop at AAMAS 2020 

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Gamma-Nets: Generalizing Value Estimation over Timescale

Nov 23, 2019
Craig Sherstan, Shibhansh Dohare, James MacGlashan, Johannes G眉nther, Patrick M. Pilarski

* accepted AAAI 2020 

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Accelerating Learning in Constructive Predictive Frameworks with the Successor Representation

Mar 23, 2018
Craig Sherstan, Marlos C. Machado, Patrick M. Pilarski

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Directly Estimating the Variance of the 位-Return Using Temporal-Difference Methods

Feb 14, 2018
Craig Sherstan, Brendan Bennett, Kenny Young, Dylan R. Ashley, Adam White, Martha White, Richard S. Sutton

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Communicative Capital for Prosthetic Agents

Nov 10, 2017
Patrick M. Pilarski, Richard S. Sutton, Kory W. Mathewson, Craig Sherstan, Adam S. R. Parker, Ann L. Edwards

* 33 pages, 10 figures; unpublished technical report undergoing peer review 

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Introspective Agents: Confidence Measures for General Value Functions

Jun 17, 2016
Craig Sherstan, Adam White, Marlos C. Machado, Patrick M. Pilarski

* Accepted for presentation at the Ninth Conference on Artificial General Intelligence (AGI 2016), 4 pages, 1 figure 

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