Invariant Collaborative Filtering to Popularity Distribution Shift

Author:

Zhang An1ORCID,Zheng Jingnan2ORCID,Wang Xiang3ORCID,Yuan Yancheng4ORCID,Chua Tat-Seng1ORCID

Affiliation:

1. Sea-NExT Joint Lab, National University of Singapore, Singapore

2. National University of Singapore, Singapore

3. University of Science and Technology of China, China and Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, China

4. The Hong Kong Polytechnic University, Hong Kong

Funder

CCCD Key Lab of Ministry of Culture and Tourism

Sea-NExT Joint Lab

National Natural Science Foundation of China

University Synergy Innovation Program of Anhui Province

Publisher

ACM

Reference59 articles.

1. Himan Abdollahpouri Robin Burke and Bamshad Mobasher. 2017. Controlling Popularity Bias in Learning-to-Rank Recommendation. In RecSys. Himan Abdollahpouri Robin Burke and Bamshad Mobasher. 2017. Controlling Popularity Bias in Learning-to-Rank Recommendation. In RecSys.

2. Himan Abdollahpouri , Robin Burke , and Bamshad Mobasher . 2019 . Managing Popularity Bias in Recommender Systems with Personalized Re-Ranking. In FLAIRS Conference. Himan Abdollahpouri, Robin Burke, and Bamshad Mobasher. 2019. Managing Popularity Bias in Recommender Systems with Personalized Re-Ranking. In FLAIRS Conference.

3. Martin Arjovsky Léon Bottou Ishaan Gulrajani and David Lopez-Paz. 2019. Invariant risk minimization. arXiv preprint arXiv:1907.02893. Martin Arjovsky Léon Bottou Ishaan Gulrajani and David Lopez-Paz. 2019. Invariant risk minimization. arXiv preprint arXiv:1907.02893.

4. Yoshua Bengio and Jean-Sébastien Senecal. 2003. Quick Training of Probabilistic Neural Nets by Importance Sampling. In AISTATS. Yoshua Bengio and Jean-Sébastien Senecal. 2003. Quick Training of Probabilistic Neural Nets by Importance Sampling. In AISTATS.

5. Stephen Bonner and Flavian Vasile. 2018. Causal embeddings for recommendation. In RecSys. Stephen Bonner and Flavian Vasile. 2018. Causal embeddings for recommendation. In RecSys.

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