Competitions for shareable and limited resources have long been studied with strategic
agents. In reality, agents often have to learn and maximize the rewards of the resources at …

Driven by the new economic opportunities created by the creator economy, an increasing
number of content creators rely on and compete for revenue generated from online content …

This paper studies Learning from Imperfect Human Feedback (LIHF), motivated by humans'
potential irrationality or imperfect perception of true preference. We revisit the classic dueling …