22 citations · 87 across the 19 of their papers we have counts for
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cs.GT2022★ 1 cited
Generalized Principal-Agency: Contracts, Information, Games and Beyond
Jiarui Gan, Minbiao Han, Jibang Wu +1
In the principal-agent problem formulated by Myerson'82, agents have private information (type) and make private decisions (action), both of which are unobservable to the principal…
cs.LG2022★ 3 cited
Socially Fair Reinforcement Learning
Debmalya Mandal, Jiarui Gan
We consider the problem of episodic reinforcement learning where there are multiple stakeholders with different reward functions. Our goal is to output a policy that is socially fa…
cs.LG2022★ 1 cited
Admissible Policy Teaching through Reward Design
Kiarash Banihashem, Adish Singla, Jiarui Gan +1
We study reward design strategies for incentivizing a reinforcement learning agent to adopt a policy from a set of admissible policies. The goal of the reward designer is to modify…