Accelerating Personalized Recommendation with Cross-level Near-Memory Processing

Author:

Liu Haifeng12ORCID,Zheng Long12ORCID,Huang Yu12ORCID,Liu Chaoqiang12ORCID,Ye Xiangyu12ORCID,Yuan Jingrui12ORCID,Liao Xiaofei1ORCID,Jin Hai1ORCID,Xue Jingling3ORCID

Affiliation:

1. Huazhong University of Science and Technology, Wuhan, China

2. Zhejiang Lab, Hangzhou, China

3. University of New South Wales, Sydney, Australia

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Zhejiang Lab

Publisher

ACM

Reference71 articles.

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2. 2014. Criteo AI Labs Ad Kaggle. https://labs.criteo.com/2014/02/kaggle-display-advertising-challenge-dataset. 2014. Criteo AI Labs Ad Kaggle. https://labs.criteo.com/2014/02/kaggle-display-advertising-challenge-dataset.

3. 2023. Gurobi Optimizer Reference Manual. https://www.gurobi.com. 2023. Gurobi Optimizer Reference Manual. https://www.gurobi.com.

4. Bilge Acun , Matthew Murphy , Xiaodong Wang , Jade Nie , Carole-Jean Wu , and Kim M. Hazelwood . 2021. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale . In Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, HPCA 2021 . IEEE, 802--814. Bilge Acun, Matthew Murphy, Xiaodong Wang, Jade Nie, Carole-Jean Wu, and Kim M. Hazelwood. 2021. Understanding Training Efficiency of Deep Learning Recommendation Models at Scale. In Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, HPCA 2021. IEEE, 802--814.

5. Bahar Asgari , Ramyad Hadidi , Jiashen Cao , Da Eun Shim , Sung Kyu Lim , and Hyesoon Kim . 2021 . FAFNIR: Accelerating Sparse Gathering by Using Efficient Near-Memory Intelligent Reduction . In Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, HPCA 2021. IEEE, 908--920. Bahar Asgari, Ramyad Hadidi, Jiashen Cao, Da Eun Shim, Sung Kyu Lim, and Hyesoon Kim. 2021. FAFNIR: Accelerating Sparse Gathering by Using Efficient Near-Memory Intelligent Reduction. In Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, HPCA 2021. IEEE, 908--920.

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