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Instance-wise Prompt Tuning for Pretrained Language Models



Yuezihan Jiang , Hao Yang , Junyang Lin , Hanyu Zhao , An Yang , Chang Zhou , Hongxia Yang , Zhi Yang , Bin Cui


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Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably)



Yu Huang , Junyang Lin , Chang Zhou , Hongxia Yang , Longbo Huang

* 41 pages, 2 figures 

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Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework



Peng Wang , An Yang , Rui Men , Junyang Lin , Shuai Bai , Zhikang Li , Jianxin Ma , Chang Zhou , Jingren Zhou , Hongxia Yang

* 23 pages, 11 figures 

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KNAS: Green Neural Architecture Search



Jingjing Xu , Liang Zhao , Junyang Lin , Rundong Gao , Xu Sun , Hongxia Yang

* Accepted by ICML 

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M6-10T: A Sharing-Delinking Paradigm for Efficient Multi-Trillion Parameter Pretraining



Junyang Lin , An Yang , Jinze Bai , Chang Zhou , Le Jiang , Xianyan Jia , Ang Wang , Jie Zhang , Yong Li , Wei Lin , Jingren Zhou , Hongxia Yang

* 14 pages, 4 figures 

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Exploring Sparse Expert Models and Beyond



An Yang , Junyang Lin , Rui Men , Chang Zhou , Le Jiang , Xianyan Jia , Ang Wang , Jie Zhang , Jiamang Wang , Yong Li , Di Zhang , Wei Lin , Lin Qu , Jingren Zhou , Hongxia Yang

* 16 pages, 8 figures 

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Learning Relation Alignment for Calibrated Cross-modal Retrieval



Shuhuai Ren , Junyang Lin , Guangxiang Zhao , Rui Men , An Yang , Jingren Zhou , Xu Sun , Hongxia Yang

* Accepted by ACL-IJCNLP 2021 main conference (Long Paper) 

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Connecting Language and Vision for Natural Language-Based Vehicle Retrieval



Shuai Bai , Zhedong Zheng , Xiaohan Wang , Junyang Lin , Zhu Zhang , Chang Zhou , Yi Yang , Hongxia Yang

* CVPR 2021 AI CITY CHALLENGE Natural Language-Based Vehicle Retrieval Top 1 

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