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Ji Liu

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Efficient Device Scheduling with Multi-Job Federated Learning

Dec 15, 2021
Chendi Zhou, Ji Liu, Juncheng Jia, Jingbo Zhou, Yang Zhou, Huaiyu Dai, Dejing Dou

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Finite-Time Error Bounds for Distributed Linear Stochastic Approximation

Nov 24, 2021
Yixuan Lin, Vijay Gupta, Ji Liu

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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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Decentralized Multi-Armed Bandit Can Outperform Classic Upper Confidence Bound

Nov 22, 2021
Jingxuan Zhu, Ethan Mulle, Christopher Salomon Smith, Ji Liu

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HeterPS: Distributed Deep Learning With Reinforcement Learning Based Scheduling in Heterogeneous Environments

Nov 20, 2021
Ji Liu, Zhihua Wu, Dianhai Yu, Yanjun Ma, Danlei Feng, Minxu Zhang, Xinxuan Wu, Xuefeng Yao, Dejing Dou

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Resilient Consensus-based Multi-agent Reinforcement Learning with Function Approximation

Nov 18, 2021
Martin Figura, Yixuan Lin, Ji Liu, Vijay Gupta

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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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Joint Channel and Weight Pruning for Model Acceleration on Moblie Devices

Nov 09, 2021
Tianli Zhao, Xi Sheryl Zhang, Wentao Zhu, Jiaxing Wang, Sen Yang, Ji Liu, Jian Cheng

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