no code implementations • 30 Jan 2021 • Violet Xinying Chen, J. N. Hooker
We propose social welfare optimization as a general paradigm for formalizing fairness in AI systems.
no code implementations • 24 Aug 2020 • Violet Xinying Chen, Fatma Kılınç-Karzan
We study the problem of online learning (OL) from revealed preferences: a learner wishes to learn a non-strategic agent's private utility function through observing the agent's utility-maximizing actions in a changing environment.
no code implementations • 10 Jun 2020 • Violet Xinying Chen, J. N. Hooker
Optimization models generally aim for efficiency by maximizing total benefit or minimizing cost.