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Efficient Maximal Coding Rate Reduction by Variational Forms


Mar 31, 2022
Christina Baek, Ziyang Wu, Kwan Ho Ryan Chan, Tianjiao Ding, Yi Ma, Benjamin D. Haeffele

* To be published in Conference on Computer Vision and Pattern Recognition (CVPR)2022 

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Closed-Loop Data Transcription to an LDR via Minimaxing Rate Reduction


Nov 12, 2021
Xili Dai, Shengbang Tong, Mingyang Li, Ziyang Wu, Kwan Ho Ryan Chan, Pengyuan Zhai, Yaodong Yu, Michael Psenka, Xiaojun Yuan, Heung Yeung Shum, Yi Ma

* 37 pages 

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ReduNet: A White-box Deep Network from the Principle of Maximizing Rate Reduction


Jun 10, 2021
Kwan Ho Ryan Chan, Yaodong Yu, Chong You, Haozhi Qi, John Wright, Yi Ma

* This paper integrates previous two manuscripts: arXiv:2006.08558 and arXiv:2010.14765, with significantly improved organization, presentation, and new results; V2 polishes writing and adds citation 

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Deep Networks from the Principle of Rate Reduction


Oct 27, 2020
Kwan Ho Ryan Chan, Yaodong Yu, Chong You, Haozhi Qi, John Wright, Yi Ma


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Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction


Jun 15, 2020
Yaodong Yu, Kwan Ho Ryan Chan, Chong You, Chaobing Song, Yi Ma


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