190 citations · 310 across the 7 of their papers we have counts for
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cs.AI2022
Generalized Beliefs for Cooperative AI
Darius Muglich, Luisa Zintgraf, Christian Schroeder de Witt +2
Self-play is a common paradigm for constructing solutions in Markov games that can yield optimal policies in collaborative settings. However, these policies often adopt highly-spec…
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…