9 citations · 12 across the 2 of their papers we have counts for
2 papers
cs.IR2023★ 3 cited
A Field Test of Bandit Algorithms for Recommendations: Understanding the Validity of Assumptions on Human Preferences in Multi-armed Bandits
Liu Leqi, Giulio Zhou, Fatma Kılınç-Karzan +2
Personalized recommender systems suffuse modern life, shaping what media we read and what products we consume. Algorithms powering such systems tend to consist of supervised learni…
cs.LG2020★ 9 cited
Rebounding Bandits for Modeling Satiation Effects
Liu Leqi, Fatma Kilinc-Karzan, Zachary C. Lipton +1
Psychological research shows that enjoyment of many goods is subject to satiation, with short-term satisfaction declining after repeated exposures to the same item. Nevertheless, p…