Dynamic Embedding Size Search with Minimum Regret for Streaming Recommender System

Author:

He Bowei1ORCID,He Xu2ORCID,Zhang Renrui3ORCID,Zhang Yingxue4ORCID,Tang Ruiming2ORCID,Ma Chen1ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong, Hong Kong

2. Huawei Noah's Ark Lab, Shenzhen, China

3. The Chinese University of Hong Kong, Hong Kong, Hong Kong

4. Huawei Noah's Ark Lab Montreal, Montreal, PQ, Canada

Funder

CityU New Research Initiatives (Start-up Grant)

CityU Strategic Research Grant

Publisher

ACM

Reference48 articles.

1. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale

2. A Generalization of Principal Component Analysis

3. Omar Besbes , Yonatan Gur , and Assaf Zeevi . 2014. Stochastic multi-armed-bandit problem with non-stationary rewards. Advances in neural information processing systems , Vol. 27 ( 2014 ). Omar Besbes, Yonatan Gur, and Assaf Zeevi. 2014. Stochastic multi-armed-bandit problem with non-stationary rewards. Advances in neural information processing systems, Vol. 27 (2014).

4. Andrew Brock , Theodore Lim , James M Ritchie , and Nick Weston . 2017. Smash: one-shot model architecture search through hypernetworks. arXiv preprint arXiv:1708.05344 ( 2017 ). Andrew Brock, Theodore Lim, James M Ritchie, and Nick Weston. 2017. Smash: one-shot model architecture search through hypernetworks. arXiv preprint arXiv:1708.05344 (2017).

5. StreamRec

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