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Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders up to 100 Trillion Parameters


Nov 23, 2021
Xiangru Lian, Binhang Yuan, Xuefeng Zhu, Yulong Wang, Yongjun He, Honghuan Wu, Lei Sun, Haodong Lyu, Chengjun Liu, Xing Dong, Yiqiao Liao, Mingnan Luo, Congfei Zhang, Jingru Xie, Haonan Li, Lei Chen, Renjie Huang, Jianying Lin, Chengchun Shu, Xuezhong Qiu, Zhishan Liu, Dongying Kong, Lei Yuan, Hai Yu, Sen Yang, Ce Zhang, Ji Liu


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Persia: A Hybrid System Scaling Deep Learning Based Recommenders up to 100 Trillion Parameters


Nov 15, 2021
Xiangru Lian, Binhang Yuan, Xuefeng Zhu, Yulong Wang, Yongjun He, Honghuan Wu, Lei Sun, Haodong Lyu, Chengjun Liu, Xing Dong, Yiqiao Liao, Mingnan Luo, Congfei Zhang, Jingru Xie, Haonan Li, Lei Chen, Renjie Huang, Jianying Lin, Chengchun Shu, Xuezhong Qiu, Zhishan Liu, Dongying Kong, Lei Yuan, Hai Yu, Sen Yang, Ce Zhang, Ji Liu


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LINDA: Multi-Agent Local Information Decomposition for Awareness of Teammates


Oct 15, 2021
Jiahan Cao, Lei Yuan, Jianhao Wang, Shaowei Zhang, Chongjie Zhang, Yang Yu, De-Chuan Zhan


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PASTO: Strategic Parameter Optimization in Recommendation Systems -- Probabilistic is Better than Deterministic


Aug 20, 2021
Weicong Ding, Hanlin Tang, Jingshuo Feng, Lei Yuan, Sen Yang, Guangxu Yang, Jie Zheng, Jing Wang, Qiang Su, Dong Zheng, Xuezhong Qiu, Yongqi Liu, Yuxuan Chen, Yang Liu, Chao Song, Dongying Kong, Kai Ren, Peng Jiang, Qiao Lian, Ji Liu


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Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated Environments


Feb 04, 2021
Daochen Zha, Wenye Ma, Lei Yuan, Xia Hu, Ji Liu

* Accepted by ICLR 2021 

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Short Video-based Advertisements Evaluation System: Self-Organizing Learning Approach


Oct 23, 2020
Yunjie Zhang, Fei Tao, Xudong Liu, Runze Su, Xiaorong Mei, Weicong Ding, Zhichen Zhao, Lei Yuan, Ji Liu

* Submitting to ICASSP 2021 

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Themes Inferred Audio-visual Correspondence Learning


Sep 14, 2020
Runze Su, Fei Tao, Xudong Liu, Haoran Wei, Xiaorong Mei, Zhiyao Duan, Lei Yuan, Ji Liu, Yuying Xie

* Submitting to ICASSP 2020 

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$\texttt{DeepSqueeze}$: Decentralization Meets Error-Compensated Compression


Aug 03, 2019
Hanlin Tang, Xiangru Lian, Shuang Qiu, Lei Yuan, Ce Zhang, Tong Zhang, Ji Liu


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$\texttt{DeepSqueeze}$: Parallel Stochastic Gradient Descent with Double-Pass Error-Compensated Compression


Jul 17, 2019
Hanlin Tang, Xiangru Lian, Shuang Qiu, Lei Yuan, Ce Zhang, Tong Zhang, Ji Liu


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Dictionary LASSO: Guaranteed Sparse Recovery under Linear Transformation


Jul 20, 2013
Ji Liu, Lei Yuan, Jieping Ye

* 26 pages, 3 figures, ICML2013 

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A Novel Model of Working Set Selection for SMO Decomposition Methods


Jun 05, 2007
Zhendong Zhao, Lei Yuan, Yuxuan Wang, Forrest Sheng Bao, Shunyi Zhang Yanfei Sun

* 8 pages, 12 figures, it was submitted to IEEE International conference of Tools on Artificial Intelligence 

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