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CATE: Computation-aware Neural Architecture Encoding with Transformers


Feb 14, 2021
Shen Yan, Kaiqiang Song, Fei Liu, Mi Zhang

* Technical report 

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Theory-Oriented Deep Leakage from Gradients via Linear Equation Solver


Oct 26, 2020
Xudong Pan, Mi Zhang, Yifan Yan, Jiaming Zhu, Min Yang

* Work in progress 

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Deep Learning in the Era of Edge Computing: Challenges and Opportunities


Oct 17, 2020
Mi Zhang, Faen Zhang, Nicholas D. Lane, Yuanchao Shu, Xiao Zeng, Biyi Fang, Shen Yan, Hui Xu


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FedML: A Research Library and Benchmark for Federated Machine Learning


Jul 27, 2020
Chaoyang He, Songze Li, Jinhyun So, Mi Zhang, Hongyi Wang, Xiaoyang Wang, Praneeth Vepakomma, Abhishek Singh, Hang Qiu, Li Shen, Peilin Zhao, Yan Kang, Yang Liu, Ramesh Raskar, Qiang Yang, Murali Annavaram, Salman Avestimehr

* We maintain the source code, documents, and user community at https://fedml.ai 

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Dance Revolution: Long Sequence Dance Generation with Music via Curriculum Learning


Jun 14, 2020
Ruozi Huang, Huang Hu, Wei Wu, Kei Sawada, Mi Zhang

* Submitted to NeurIPS 2020 

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Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?


Jun 12, 2020
Shen Yan, Yu Zheng, Wei Ao, Xiao Zeng, Mi Zhang

* Technical report 

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Transfer learning in large-scale ocean bottom seismic wavefield reconstruction


Apr 15, 2020
Mi Zhang, Ali Siahkoohi, Felix J. Herrmann


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A closer look at network resolution for efficient network design


Sep 27, 2019
Taojiannan Yang, Sijie Zhu, Shen Yan, Mi Zhang, Andrew Willis, Chen Chen


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HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking


Sep 07, 2019
Shen Yan, Biyi Fang, Faen Zhang, Yu Zheng, Xiao Zeng, Hui Xu, Mi Zhang

* 9 pages, 6 figures, 6 tables. Nominated for ICCV 2019 Neural Architects Workshop Best Paper Award 

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How Sequence-to-Sequence Models Perceive Language Styles?


Aug 16, 2019
Ruozi Huang, Mi Zhang, Xudong Pan, Beina Sheng

* 12pages, 3 figures 

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NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision


Oct 23, 2018
Biyi Fang, Xiao Zeng, Mi Zhang

* Fang, Biyi, Xiao Zeng, and Mi Zhang. "NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision." Proceedings of the 24th Annual International Conference on Mobile Computing and Networking. ACM, 2018 
* 12 pages 

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DeepASL: Enabling Ubiquitous and Non-Intrusive Word and Sentence-Level Sign Language Translation


Oct 18, 2018
Biyi Fang, Jillian Co, Mi Zhang


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Theoretical Analysis of Image-to-Image Translation with Adversarial Learning


Jun 19, 2018
Xudong Pan, Mi Zhang, Daizong Ding

* will appear in ICML2018 

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