TransAct: Transformer-based Realtime User Action Model for Recommendation at Pinterest

Author:

Xia Xue1ORCID,Eksombatchai Pong1ORCID,Pancha Nikil1ORCID,Badani Dhruvil Deven1ORCID,Wang Po-Wei1ORCID,Gu Neng1ORCID,Joshi Saurabh Vishwas1ORCID,Farahpour Nazanin1ORCID,Zhang Zhiyuan1ORCID,Zhai Andrew1ORCID

Affiliation:

1. Pinterest, San Francisco, CA, USA

Publisher

ACM

Reference44 articles.

1. 2016. Search serving and ranking at Pinterest. https://medium.com/the-graph/ search-serving-and-ranking-at-pinterest-224707599c92 2016. Search serving and ranking at Pinterest. https://medium.com/the-graph/ search-serving-and-ranking-at-pinterest-224707599c92

2. Dzmitry Bahdanau , Kyunghyun Cho , and Yoshua Bengio . 2014. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 ( 2014 ). Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. 2014. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 (2014).

3. Jessica Chan. 2022. 3 Innovations While Unifying Pinterest's Key-Value Storage. https://medium.com/@Pinterest_Engineering/3-innovations-while-unifying-pinterests-key-value-storage-8cdcdf8cf6aa Jessica Chan. 2022. 3 Innovations While Unifying Pinterest's Key-Value Storage. https://medium.com/@Pinterest_Engineering/3-innovations-while-unifying-pinterests-key-value-storage-8cdcdf8cf6aa

4. Behavior sequence transformer for e-commerce recommendation in Alibaba

5. Wide & Deep Learning for Recommender Systems

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1. Scaling User Modeling: Large-scale Online User Representations for Ads Personalization in Meta;Companion Proceedings of the ACM Web Conference 2024;2024-05-13

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