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


Mar 11, 2022
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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Characterizing and Taming Resolution in Convolutional Neural Networks


Oct 28, 2021
Eddie Yan , Liang Luo , Luis Ceze


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Cloud Collectives: Towards Cloud-aware Collectives forML Workloads with Rank Reordering


May 28, 2021
Liang Luo , Jacob Nelson , Arvind Krishnamurthy , Luis Ceze


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Accelerating SpMM Kernel with Cache-First Edge Sampling for Graph Neural Networks


Apr 23, 2021
Chien-Yu Lin , Liang Luo , Luis Ceze


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


Apr 15, 2021
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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Parameter Hub: a Rack-Scale Parameter Server for Distributed Deep Neural Network Training


May 21, 2018
Liang Luo , Jacob Nelson , Luis Ceze , Amar Phanishayee , Arvind Krishnamurthy


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