A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation-Reference-Cited by-同舟云学术

A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation

Published:2022-09-18 Issue: Volume: Page:
ISSN:
Container-title:Sixteenth ACM Conference on Recommender Systems
language:
Short-container-title:

Author:

Petrov Aleksandr¹,Macdonald Craig¹

Affiliation:

1. School of Computing cience, University of Glasgow, United Kingdom

Funder

Engineering and Physical Sciences Research Council

Publisher

ACM

Reference69 articles.

1. Mehrnaz Amjadi , Seyed Danial Mohseni Taheri , and Theja Tulabandhula . 2021 . Katrec: Knowledge aware attentive sequential recommendations . In Proc. ICDS. 305–320 . Mehrnaz Amjadi, Seyed Danial Mohseni Taheri, and Theja Tulabandhula. 2021. Katrec: Knowledge aware attentive sequential recommendations. In Proc. ICDS. 305–320.

2. Nabiha Asghar. 2016. Yelp dataset challenge: Review rating prediction. arXiv preprint arXiv:1605.05362(2016). Nabiha Asghar. 2016. Yelp dataset challenge: Review rating prediction. arXiv preprint arXiv:1605.05362(2016).

3. Shuqing Bian , Wayne Xin Zhao , Kun Zhou , Jing Cai , Yancheng He , Cunxiang Yin , and Ji-Rong Wen . 2021 . Contrastive Curriculum Learning for Sequential User Behavior Modeling via Data Augmentation . In Proc. CIKM. 3737–3746 . Shuqing Bian, Wayne Xin Zhao, Kun Zhou, Jing Cai, Yancheng He, Cunxiang Yin, and Ji-Rong Wen. 2021. Contrastive Curriculum Learning for Sequential User Behavior Modeling via Data Augmentation. In Proc. CIKM. 3737–3746.

4. Rocío Cañamares and Pablo Castells . 2020 . On target item sampling in offline recommender system evaluation . In Proc. RecSys. 259–268 . Rocío Cañamares and Pablo Castells. 2020. On target item sampling in offline recommender system evaluation. In Proc. RecSys. 259–268.

5. Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems - HetRec '11

Cited by 13 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. On the Consistency, Discriminative Power and Robustness of Sampled Metrics in Offline Top-N Recommender System Evaluation;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

2. Turning Dross Into Gold Loss: is BERT4Rec really better than SASRec?;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

3. The Effect of Third Party Implementations on Reproducibility;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

4. Widespread Flaws in Offline Evaluation of Recommender Systems;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

5. Incorporating Time in Sequential Recommendation Models;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14