3 papers
cs.GT2020
Learning under Invariable Bayesian Safety
Gal Bahar, Omer Ben-Porat, Kevin Leyton-Brown +1
A recent body of work addresses safety constraints in explore-and-exploit systems. Such constraints arise where, for example, exploration is carried out by individuals whose welfar…
cs.GT2019
Fiduciary Bandits
Gal Bahar, Omer Ben-Porat, Kevin Leyton-Brown +1
Recommendation systems often face exploration-exploitation tradeoffs: the system can only learn about the desirability of new options by recommending them to some user. Such system…
cs.GT2018
Recommendation Systems and Self Motivated Users
Gal Bahar, Rann Smorodinsky, Moshe Tennenholtz
Modern recommendation systems rely on the wisdom of the crowd to learn the optimal course of action. This induces an inherent mis-alignment of incentives between the system's objec…