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DHEN: A Deep and Hierarchical Ensemble Network for Large-Scale Click-Through Rate Prediction



Buyun Zhang , Liang Luo , Xi Liu , Jay Li , Zeliang Chen , Weilin Zhang , Xiaohan Wei , Yuchen Hao , Michael Tsang , Wenjun Wang , Yang Liu , Huayu Li , Yasmine Badr , Jongsoo Park , Jiyan Yang , Dheevatsa Mudigere , Ellie Wen


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Low-Precision Hardware Architectures Meet Recommendation Model Inference at Scale



Zhaoxia , Deng , Jongsoo Park , Ping Tak Peter Tang , Haixin Liu , Jie , Yang , Hector Yuen , Jianyu Huang , Daya Khudia , Xiaohan Wei , Ellie Wen , Dhruv Choudhary , Raghuraman Krishnamoorthi , Carole-Jean Wu , Satish Nadathur , Changkyu Kim , Maxim Naumov , Sam Naghshineh , Mikhail Smelyanskiy


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Alternate Model Growth and Pruning for Efficient Training of Recommendation Systems



Xiaocong Du , Bhargav Bhushanam , Jiecao Yu , Dhruv Choudhary , Tianxiang Gao , Sherman Wong , Louis Feng , Jongsoo Park , Yu Cao , Arun Kejariwal


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High-performance, Distributed Training of Large-scale Deep Learning Recommendation Models



Dheevatsa Mudigere , Yuchen Hao , Jianyu Huang , Andrew Tulloch , Srinivas Sridharan , Xing Liu , Mustafa Ozdal , Jade Nie , Jongsoo Park , Liang Luo , Jie Amy Yang , Leon Gao , Dmytro Ivchenko , Aarti Basant , Yuxi Hu , Jiyan Yang , Ehsan K. Ardestani , Xiaodong Wang , Rakesh Komuravelli , Ching-Hsiang Chu , Serhat Yilmaz , Huayu Li , Jiyuan Qian , Zhuobo Feng , Yinbin Ma , Junjie Yang , Ellie Wen , Hong Li , Lin Yang , Chonglin Sun , Whitney Zhao , Dimitry Melts , Krishna Dhulipala , KR Kishore , Tyler Graf , Assaf Eisenman , Kiran Kumar Matam , Adi Gangidi , Guoqiang Jerry Chen , Manoj Krishnan , Avinash Nayak , Krishnakumar Nair , Bharath Muthiah , Mahmoud khorashadi , Pallab Bhattacharya , Petr Lapukhov , Maxim Naumov , Lin Qiao , Mikhail Smelyanskiy , Bill Jia , Vijay Rao


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FBGEMM: Enabling High-Performance Low-Precision Deep Learning Inference



Daya Khudia , Jianyu Huang , Protonu Basu , Summer Deng , Haixin Liu , Jongsoo Park , Mikhail Smelyanskiy


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Mixed-Precision Embedding Using a Cache



Jie Amy Yang , Jianyu Huang , Jongsoo Park , Ping Tak Peter Tang , Andrew Tulloch


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Adaptive Dense-to-Sparse Paradigm for Pruning Online Recommendation System with Non-Stationary Data



Mao Ye , Dhruv Choudhary , Jiecao Yu , Ellie Wen , Zeliang Chen , Jiyan Yang , Jongsoo Park , Qiang Liu , Arun Kejariwal


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