T-RECS: A Simulation Tool to Study the Societal Impact of Recommender
Systems

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T-RECS: A Simulation Tool to Study the Societal Impact of Recommender Systems

19 July 2021

Amy A. Winecoff

Arvind Narayanan

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Papers citing "T-RECS: A Simulation Tool to Study the Societal Impact of Recommender Systems"

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Title
RecSim NG: Toward Principled Uncertainty Modeling for Recommender Ecosystems Martin Mladenov Chih-Wei Hsu Vihan Jain Eugene Ie Christopher Colby Nicolas Mayoraz H. Pham Dustin Tran Ivan Vendrov Craig Boutilier BDL 44 33 0 14 Mar 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
Array Programming with NumPy Charles R. Harris K. Millman S. Walt R. Gommers Pauli Virtanen ... Tyler Reddy Warren Weckesser Hameer Abbasi C. Gohlke T. Oliphant 156 14,986 0 18 Jun 2020
RecSim: A Configurable Simulation Platform for Recommender Systems Eugene Ie Chih-Wei Hsu Martin Mladenov Vihan Jain Sanmit Narvekar Jing Wang Rui Wu Craig Boutilier 105 183 0 11 Sep 2019
Degenerate Feedback Loops in Recommender Systems Ray Jiang Silvia Chiappa Tor Lattimore András Gyorgy Pushmeet Kohli 40 196 0 27 Feb 2019
LensKit for Python: Next-Generation Software for Recommender System Experiments Michael D. Ekstrand VLM 134 82 0 10 Sep 2018
RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising D. Rohde Stephen Bonner Travis Dunlop Flavian Vasile Alexandros Karatzoglou OffRL 57 150 0 02 Aug 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
Beyond Parity: Fairness Objectives for Collaborative Filtering Sirui Yao Bert Huang FaML 40 368 0 24 May 2017
Human Interaction with Recommendation Systems S. Schmit C. Riquelme 58 51 0 01 Mar 2017
Joint Deep Modeling of Users and Items Using Reviews for Recommendation Lei Zheng Vahid Noroozi Philip S. Yu HAI 153 1,002 0 17 Jan 2017
An Agent-Based Model of Message Propagation in the Facebook Electronic Social Network H. Nasrinpour M. Friesen Robert D. R. McLeod 41 16 0 22 Nov 2016
Wide & Deep Learning for Recommender Systems Heng-Tze Cheng L. Koc Jeremiah Harmsen T. Shaked Tushar Chandra ... Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu Hemal Shah HAI VLM 187 3,662 0 24 Jun 2016
Collaborative Deep Learning for Recommender Systems Hao Wang Naiyan Wang Dit-Yan Yeung BDL 120 1,618 0 10 Sep 2014
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 152 5,731 0 09 May 2012