no code implementations • 9 Oct 2024 • Fang Zhou, Yaning Huang, Dong Liang, Dai Li, Zhongke Zhang, Kai Wang, Xiao Xin, Abdallah Aboelela, Zheliang Jiang, Yang Wang, Jeff Song, Wei zhang, Chen Liang, Huayu Li, Chonglin Sun, Hang Yang, Lei Qu, Zhan Shu, Mindi Yuan, Emanuele Maccherani, Taha Hayat, John Guo, Varna Puvvada, Uladzimir Pashkevich
The increasing complexity of deep learning models used for calculating user representations presents significant challenges, particularly with limited computational resources and strict service-level agreements (SLAs).
no code implementations • 13 Aug 2024 • Kaushik Rangadurai, Siyang Yuan, Minhui Huang, Yiqun Liu, Golnaz Ghasemiesfeh, Yunchen Pu, Xinfeng Xie, Xingfeng He, Fangzhou Xu, Andrew Cui, Vidhoon Viswanathan, Yan Dong, Liang Xiong, Lin Yang, Liang Wang, Jiyan Yang, Chonglin Sun
HSNN has been successfully deployed into the Ads Recommendation system and is currently handling major portion of the traffic.
no code implementations • 12 Apr 2021 • Dheevatsa Mudigere, Yuchen Hao, Jianyu Huang, Zhihao Jia, 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, Ajit Mathews, Lin Qiao, Mikhail Smelyanskiy, Bill Jia, Vijay Rao
Deep learning recommendation models (DLRMs) are used across many business-critical services at Facebook and are the single largest AI application in terms of infrastructure demand in its data-centers.
1 code implementation • 27 Aug 2020 • Tigran Ishkhanov, Maxim Naumov, Xianjie Chen, Yan Zhu, Yuan Zhong, Alisson Gusatti Azzolini, Chonglin Sun, Frank Jiang, Andrey Malevich, Liang Xiong
In this paper we develop a novel recommendation model that explicitly incorporates time information.
10 code implementations • 27 Nov 2015 • Chunting Zhou, Chonglin Sun, Zhiyuan Liu, Francis C. M. Lau
In this work, we combine the strengths of both architectures and propose a novel and unified model called C-LSTM for sentence representation and text classification.
Ranked #10 on Text Classification on TREC-6
no code implementations • 27 Nov 2015 • Chunting Zhou, Chonglin Sun, Zhiyuan Liu, Francis C. M. Lau
In this paper, we incorporate category information of documents in the learning of word representations and to learn the proposed models in a document-wise manner.