Counterfactual Ranking Evaluation with Flexible Click Models

Author:

Buchholz Alexander1ORCID,London Ben2ORCID,Di Benedetto Giuseppe1ORCID,Lichtenberg Jan Malte1ORCID,Stein Yannik1ORCID,Joachims Thorsten3ORCID

Affiliation:

1. Amazon Music, Berlin, Germany

2. Amazon Music, Seattle, WA, USA

3. Amazon Music, Ithaca, NY, NY, USA

Publisher

ACM

Reference54 articles.

1. A. Agarwal, S. Basu, T. Schnabel, and T. Joachims. 2017. Effective Evaluation using Logged Bandit Feedback from Multiple Loggers. In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD).

2. A General Framework for Counterfactual Learning-to-Rank

3. Addressing Trust Bias for Unbiased Learning-to-Rank

4. Estimating Position Bias without Intrusive Interventions

5. Imad Aouali, Victor-Emmanuel Brunel, David Rohde, and Anna Korba. 2023. Exponential smoothing for off-policy learning. In International Conference on Machine Learning. PMLR, 984--1017.

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