14 citations · 26 across the 4 of their papers we have counts for
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cs.LG2023
Fairness in Preference-based Reinforcement Learning
Umer Siddique, Abhinav Sinha, Yongcan Cao
In this paper, we address the issue of fairness in preference-based reinforcement learning (PbRL) in the presence of multiple objectives. The main objective is to design control po…
cs.LG2020★ 12 cited
Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning
Matthieu Zimmer, Claire Glanois, Umer Siddique +1
We consider the problem of learning fair policies in (deep) cooperative multi-agent reinforcement learning (MARL). We formalize it in a principled way as the problem of optimizing…