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Deep Learning Workload Scheduling in GPU Datacenters: Taxonomy, Challenges and Vision



Wei Gao , Qinghao Hu , Zhisheng Ye , Peng Sun , Xiaolin Wang , Yingwei Luo , Tianwei Zhang , Yonggang Wen

* Submitted to ACM Computing Surveys 

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Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis



Weiming Zhuang , Xin Gan , Yonggang Wen , Shuai Zhang

* TOMM 

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Divergence-aware Federated Self-Supervised Learning



Weiming Zhuang , Yonggang Wen , Shuai Zhang

* ICLR'22 

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Federated Unsupervised Domain Adaptation for Face Recognition



Weiming Zhuang , Xin Gan , Yonggang Wen , Xuesen Zhang , Shuai Zhang , Shuai Yi

* ICME'22. arXiv admin note: substantial text overlap with arXiv:2105.07606 

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Characterization and Prediction of Deep Learning Workloads in Large-Scale GPU Datacenters



Qinghao Hu , Peng Sun , Shengen Yan , Yonggang Wen , Tianwei Zhang

* This paper has been accepted by the International Conference for High Performance Computing, Networking, Storage, and Analysis (SC21), Nov 14-19, 2021, St. Louis, USA 

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Are Missing Links Predictable? An Inferential Benchmark for Knowledge Graph Completion



Yixin Cao , Xiang Ji , Xin Lv , Juanzi Li , Yonggang Wen , Hanwang Zhang

* 15 pages, 13 figures, ACL'2021 

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Joint Optimization in Edge-Cloud Continuum for Federated Unsupervised Person Re-identification



Weiming Zhuang , Yonggang Wen , Shuai Zhang

* ACMMM'21 

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Collaborative Unsupervised Visual Representation Learning from Decentralized Data



Weiming Zhuang , Xin Gan , Yonggang Wen , Shuai Zhang , Shuai Yi

* ICCV'21 

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Exploring Sequence Feature Alignment for Domain Adaptive Detection Transformers



Wen Wang , Yang Cao , Jing Zhang , Fengxiang He , Zheng-Jun Zha , Yonggang Wen , Dacheng Tao

* Accepted by ACM MM2021. Source code is available at: https://github.com/encounter1997/SFA. Update acknowledgment 

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