Quantifying Availability and Discovery in Recommender Systems via
Stochastic Reachability

Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability

30 June 2021

Benjamin Recht

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Papers citing "Quantifying Availability and Discovery in Recommender Systems via Stochastic Reachability"

13 / 13 papers shown

Title
How the Design of YouTube Influences User Sense of Agency Kai Lukoff Ulrik Lyngs Himanshu Zade J. Liao James Choi Kaiyue Fan Sean A Munson Alexis Hiniker 43 115 0 28 Jan 2021
Measuring Recommender System Effects with Simulated Users Sirui Yao Yoni Halpern Nithum Thain Xuezhi Wang Kang Lee Flavien Prost Ed H. Chi Jilin Chen Alex Beutel 75 49 0 12 Jan 2021
Do Offline Metrics Predict Online Performance in Recommender Systems? K. Krauth Sarah Dean Alex Zhao Wenshuo Guo Mihaela Curmei Benjamin Recht Michael I. Jordan OffRL 61 41 0 07 Nov 2020
A survey of algorithmic recourse: definitions, formulations, solutions, and prospects Amir-Hossein Karimi Gilles Barthe Bernhard Schölkopf Isabel Valera FaML 70 172 0 08 Oct 2020
A Longitudinal Analysis of YouTube's Promotion of Conspiracy Videos Marc Faddoul Guillaume Chaslot Hany Farid 43 81 0 06 Mar 2020
A Troubling Analysis of Reproducibility and Progress in Recommender Systems Research Maurizio Ferrari Dacrema Simone Boglio Paolo Cremonesi Dietmar Jannach 47 198 0 18 Nov 2019
Embarrassingly Shallow Autoencoders for Sparse Data Harald Steck 165 257 0 08 May 2019
On the Difficulty of Evaluating Baselines: A Study on Recommender Systems Steffen Rendle Li Zhang Y. Koren 73 127 0 04 May 2019
Top-K Off-Policy Correction for a REINFORCE Recommender System Minmin Chen Alex Beutel Paul Covington Sagar Jain Francois Belletti Ed H. Chi CML OffRL 117 482 0 06 Dec 2018
Actionable Recourse in Linear Classification Berk Ustun Alexander Spangher Yang Liu FaML 121 550 0 18 Sep 2018
How Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility A. Chaney Brandon M Stewart Barbara E. Engelhardt CML 211 316 0 30 Oct 2017
Boltzmann Exploration Done Right Nicolò Cesa-Bianchi Claudio Gentile Gábor Lugosi Gergely Neu 100 171 0 29 May 2017
Recommendations as Treatments: Debiasing Learning and Evaluation Tobias Schnabel Adith Swaminathan Ashudeep Singh Navin Chandak Thorsten Joachims CML 162 686 0 17 Feb 2016