Title
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Software-Hardware Co-design for Fast and Scalable Training of Deep Learning Recommendation Models Dheevatsa Mudigere Y. Hao Jianyu Huang Zhihao Jia Andrew Tulloch ... Ajit Mathews Lin Qiao M. Smelyanskiy Bill Jia Vijay Rao 72 152 0 12 Apr 2021
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Deep Learning Recommendation Model for Personalization and Recommendation Systems Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman ... Wenlin Chen Vijay Rao Bill Jia Liang Xiong M. Smelyanskiy 85 732 0 31 May 2019
FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction Tongwen Huang Zhiqi Zhang Junlin Zhang 107 285 0 23 May 2019
Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction Bin Liu Ruiming Tang Yingzhi Chen Jinkai Yu Huifeng Guo Yuzhou Zhang 3DV 39 153 0 09 Apr 2019
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Weiping Song Chence Shi Zhiping Xiao Zhijian Duan Yewen Xu Ming Zhang Jian Tang CML 54 854 0 29 Oct 2018
xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems Jianxun Lian Xiaohuan Zhou Fuzheng Zhang Zhongxia Chen Xing Xie Guangzhong Sun BDL 54 1,048 0 14 Mar 2018
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Multimodal Explanations: Justifying Decisions and Pointing to the Evidence Dong Huk Park Lisa Anne Hendricks Zeynep Akata Anna Rohrbach Bernt Schiele Trevor Darrell Marcus Rohrbach 73 421 0 15 Feb 2018
Deep & Cross Network for Ad Click Predictions Ruoxi Wang Bin Fu Gang Fu Mingliang Wang 71 1,230 0 17 Aug 2017
Neural Factorization Machines for Sparse Predictive Analytics Xiangnan He Tat-Seng Chua 77 1,293 0 16 Aug 2017
Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks Jun Xiao Hao Ye Xiangnan He Hanwang Zhang Leilei Gan Tat-Seng Chua 75 918 0 15 Aug 2017
Deep Interest Network for Click-Through Rate Prediction Guorui Zhou Cheng-Ning Song Xiaoqiang Zhu Xi-Wang Dai Ziru Xu Xiao Ma Yanghui Yan Junqi Jin Han Li Kun Gai 66 1,817 0 21 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 591 130,942 0 12 Jun 2017
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Failures of Gradient-Based Deep Learning Shai Shalev-Shwartz Ohad Shamir Shaked Shammah ODL UQCV 79 200 0 23 Mar 2017
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction Huifeng Guo Ruiming Tang Yunming Ye Zhenguo Li Xiuqiang He 104 2,640 0 13 Mar 2017
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Field-aware Factorization Machines in a Real-world Online Advertising System Yu-Chin Juan Damien Lefortier O. Chapelle 37 105 0 15 Jan 2017
Product-based Neural Networks for User Response Prediction Yanru Qu Han Cai Kan Ren Weinan Zhang Yong Yu Ying Wen Jun Wang 72 715 0 01 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 109 1,244 0 19 Aug 2016
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Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 330 10,467 0 21 Jul 2016
Wide & Deep Learning for Recommender Systems Heng-Tze Cheng L. Koc Jeremiah Harmsen T. Shaked Tushar Chandra ... Zakaria Haque Lichan Hong Vihan Jain Xiaobing Liu Hemal Shah HAI VLM 149 3,655 0 24 Jun 2016
Training Deep Nets with Sublinear Memory Cost Tianqi Chen Bing Xu Chiyuan Zhang Carlos Guestrin 98 1,163 0 21 Apr 2016
Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction Weinan Zhang Tianming Du Jun Wang AI4CE 68 492 0 11 Jan 2016
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