From Variability to Stability: Advancing RecSys Benchmarking Practices

Author:

Shevchenko Valeriy1ORCID,Belousov Nikita1ORCID,Vasilev Alexey2ORCID,Zholobov Vladimir3ORCID,Sosedka Artyom2ORCID,Semenova Natalia4ORCID,Volodkevich Anna2ORCID,Savchenko Andrey2ORCID,Zaytsev Alexey5ORCID

Affiliation:

1. Skoltech, Moscow, Russian Federation

2. Sber AI Lab, Moscow, Russian Federation

3. Skoltech & MIPT, Moscow, Russian Federation

4. AIRI & Sber AI Lab, Moscow, Russian Federation

5. Skoltech & BIMSA, Moscow, Russian Federation

Funder

the Analytical center under the RF Government

Publisher

ACM

Reference77 articles.

1. Optuna

2. Vito Walter Anelli, Alejandro Bellogín, Tommaso Di Noia, Dietmar Jannach, and Claudio Pomo. 2022. Top-N recommendation algorithms: A quest for the state-of-the-art. In ACM UMAP. 121--131.

3. Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, and Tommaso Di Noia. 2021. Elliot: A comprehensive and rigorous framework for reproducible recommender systems evaluation. In ACM SIGIR. 2405--2414.

4. Vito Walter Anelli, Tommaso Di Noia, Eugenio Di Sciascio, Claudio Pomo, and Azzurra Ragone. 2019. On the discriminative power of hyper-parameters in cross-validation and how to choose them. In ACM RecSys. 447--451.

5. Ankurnapa. 2020. RateBeer Dataset competition. https://www.kaggle.com/datasets/ankurnapa/rate-beer-data. Accessed: 2024--13--6.

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