CONSEQUENCES — Causality, Counterfactuals and Sequential Decision-Making for Recommender Systems

Author:

Jeunen Olivier1,Joachims Thorsten2,Oosterhuis Harrie3,Saito Yuta4,Vasile Flavian5

Affiliation:

1. Amazon, United Kingdom

2. Dept. of Computer Science & Dept. of Information Science, Cornell University, United States

3. Radboud University, Netherlands

4. Department of Computer Science, Cornell University, USA

5. Criteo, France

Publisher

ACM

Reference41 articles.

1. Effective Evaluation Using Logged Bandit Feedback from Multiple Loggers

2. James Bennett , Stan Lanning , 2007 . The Netflix prize . In Proc. of the KDD cup and workshop, Vol. 2007 . 35. James Bennett, Stan Lanning, 2007. The Netflix prize. In Proc. of the KDD cup and workshop, Vol. 2007. 35.

3. Asia  J Biega , Krishna  P Gummadi , and Gerhard Weikum . 2018. Equity of attention: Amortizing individual fairness in rankings . In The 41st international acm sigir conference on research & development in information retrieval. 405–414. Asia J Biega, Krishna P Gummadi, and Gerhard Weikum. 2018. Equity of attention: Amortizing individual fairness in rankings. In The 41st international acm sigir conference on research & development in information retrieval. 405–414.

4. Causal embeddings for recommendation

5. Minmin Chen , Yuyan Wang , Can Xu , Ya Le , Mohit Sharma , Lee Richardson , Su-Lin Wu , and Ed Chi . 2021 . Values of User Exploration in Recommender Systems. In Fifteenth ACM Conference on Recommender Systems. 85–95 . Minmin Chen, Yuyan Wang, Can Xu, Ya Le, Mohit Sharma, Lee Richardson, Su-Lin Wu, and Ed Chi. 2021. Values of User Exploration in Recommender Systems. In Fifteenth ACM Conference on Recommender Systems. 85–95.

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3. Ad-load Balancing via Off-policy Learning in a Content Marketplace;Proceedings of the 17th ACM International Conference on Web Search and Data Mining;2024-03-04

4. CONSEQUENCES — The 2nd Workshop on Causality, Counterfactuals and Sequential Decision-Making for Recommender Systems;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

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