STRec: Sparse Transformer for Sequential Recommendations

Author:

Li Chengxi1ORCID,Wang Yejing1ORCID,Liu Qidong2ORCID,Zhao Xiangyu3ORCID,Wang Wanyu1ORCID,Wang Yiqi4ORCID,Zou Lixin5ORCID,Fan Wenqi6ORCID,Li Qing7ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong

2. The Faculty of Electronic Information, Xi'an Jiaotong University, City University of Hong Kong, China

3. School of Data Science, City University of Hong Kong, Hong Kong

4. Michigan State University, USA

5. Wuhan University, China

6. The Hong Kong Polytechnic University, Hong Kong

7. The Hong Kong Polytechnic University, China

Funder

CityU - HKIDS Early Career Research Grant

SIRG - CityU Strategic Interdisciplinary Research Grant

Huawei (Huawei Innovation Research Program)

APRC - CityU New Research Initiatives

Tencent (CCF-Tencent Open Fund)

Tencent (Tencent Rhino-Bird Focused Research Program)

Ant Group (Ant Group Research Fund)

Ant Group (CCF-Ant Research Fund)

Publisher

ACM

Reference52 articles.

1. Iz Beltagy , Matthew  E Peters , and Arman Cohan . 2020 . Longformer: The long-document transformer. arXiv preprint arXiv:2004.05150 (2020). Iz Beltagy, Matthew E Peters, and Arman Cohan. 2020. Longformer: The long-document transformer. arXiv preprint arXiv:2004.05150 (2020).

2. Rewon Child , Scott Gray , Alec Radford , and Ilya Sutskever . 2019. Generating long sequences with sparse transformers. arXiv preprint arXiv:1904.10509 ( 2019 ). Rewon Child, Scott Gray, Alec Radford, and Ilya Sutskever. 2019. Generating long sequences with sparse transformers. arXiv preprint arXiv:1904.10509 (2019).

3. Kyunghyun Cho , Bart Van Merriënboer , Caglar Gulcehre , Dzmitry Bahdanau , Fethi Bougares , Holger Schwenk , and Yoshua Bengio . 2014. Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 ( 2014 ). Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014. Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 (2014).

4. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2018 . Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018). Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).

5. Emil Julius Gumbel. 1954. Statistical theory of extreme values and some practical applications: a series of lectures. Vol. 33. US Government Printing Office. Emil Julius Gumbel. 1954. Statistical theory of extreme values and some practical applications: a series of lectures. Vol. 33. US Government Printing Office.

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