Do Offline Metrics Predict Online Performance in Recommender Systems?

Do Offline Metrics Predict Online Performance in Recommender Systems?

7 November 2020

Benjamin Recht

Michael I. Jordan

Papers citing "Do Offline Metrics Predict Online Performance in Recommender Systems?"

6 / 6 papers shown

Title
Harm Mitigation in Recommender Systems under User Preference Dynamics Jerry Chee Shankar Kalyanaraman S. Ernala Udi Weinsberg Sarah Dean Stratis Ioannidis 43 4 0 14 Jun 2024
Simulating News Recommendation Ecosystem for Fun and Profit Guangping Zhang Dongsheng Li Hansu Gu Tun Lu Li Shang Ning Gu 16 0 0 23 May 2023
Preference Dynamics Under Personalized Recommendations Sarah Dean Jamie Morgenstern 75 34 0 25 May 2022
T-RECS: A Simulation Tool to Study the Societal Impact of Recommender Systems Eli Lucherini Matthew Sun Amy A. Winecoff Arvind Narayanan 31 23 0 19 Jul 2021
On component interactions in two-stage recommender systems Jiri Hron K. Krauth Michael I. Jordan Niki Kilbertus CML LRM 40 31 0 28 Jun 2021
How Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility A. Chaney Brandon M Stewart Barbara E. Engelhardt CML 169 314 0 30 Oct 2017