Popularity-aware Distributionally Robust Optimization for Recommendation System

Author:

Zhao Jujia1ORCID,Wang Wenjie1ORCID,Lin Xinyu1ORCID,Qu Leigang1ORCID,Zhang Jizhi2ORCID,Chua Tat-Seng1ORCID

Affiliation:

1. National University of Singapore, Singapore, Singapore

2. University of Science and Technology of China, Hefei, China, China

Funder

Huawei International Pte Ltd.

Publisher

ACM

Reference54 articles.

1. Keqin Bao Jizhi Zhang Yang Zhang Wenjie Wang Fuli Feng and Xiangnan He. 2023. TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation. In RecSys. ACM. Keqin Bao Jizhi Zhang Yang Zhang Wenjie Wang Fuli Feng and Xiangnan He. 2023. TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation. In RecSys. ACM.

2. Roc'io Ca namares and Pablo Castells. 2017. A probabilistic reformulation of memory-based collaborative filtering: Implications on popularity biases. In SIGIR. ACM 215--224. Roc'io Ca namares and Pablo Castells. 2017. A probabilistic reformulation of memory-based collaborative filtering: Implications on popularity biases. In SIGIR. ACM 215--224.

3. John Duchi and Hongseok Namkoong. 2018. Learning models with uniform performance via distributionally robust optimization. arXiv:1810.08750. John Duchi and Hongseok Namkoong. 2018. Learning models with uniform performance via distributionally robust optimization. arXiv:1810.08750.

4. A fusion collaborative filtering method for sparse data in recommender systems

5. Zuohui Fu , Yikun Xian , Shijie Geng , Gerard De Melo, and Yongfeng Zhang . 2021 . Popcorn : Human-in-the-loop Popularity Debiasing in Conversational Recommender Systems. In CIKM. ACM , 494--503. Zuohui Fu, Yikun Xian, Shijie Geng, Gerard De Melo, and Yongfeng Zhang. 2021. Popcorn: Human-in-the-loop Popularity Debiasing in Conversational Recommender Systems. In CIKM. ACM, 494--503.

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