447 citations · 857 across the 37 of their papers we have counts for
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cs.AI2016★ 93 cited
Multi-Objective Deep Reinforcement Learning
Hossam Mossalam, Yannis M. Assael, Diederik M. Roijers +1
We propose Deep Optimistic Linear Support Learning (DOL) to solve high-dimensional multi-objective decision problems where the relative importances of the objectives are not known…
cs.AI2016★ 5 cited
Structure in the Value Function of Two-Player Zero-Sum Games of Incomplete Information
Auke J. Wiggers, Frans A. Oliehoek, Diederik M. Roijers
Zero-sum stochastic games provide a rich model for competitive decision making. However, under general forms of state uncertainty as considered in the Partially Observable Stochast…