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Graph Laplacians, Riemannian Manifolds and their Machine-Learning


Jun 30, 2020
Yang-Hui He, Shing-Tung Yau

* 47+1 pages, 30 figures 

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AE-OT-GAN: Training GANs from data specific latent distribution


Jan 27, 2020
Dongsheng An, Yang Guo, Min Zhang, Xin Qi, Na Lei, Shing-Tung Yau, Xianfeng Gu


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Mode Collapse and Regularity of Optimal Transportation Maps


Feb 08, 2019
Na lei, Yang Guo, Dongsheng An, Xin Qi, Zhongxuan Luo, Shing-Tung Yau, Xianfeng Gu


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Latent Space Optimal Transport for Generative Models


Sep 16, 2018
Huidong Liu, Yang Guo, Na Lei, Zhixin Shu, Shing-Tung Yau, Dimitris Samaras, Xianfeng Gu


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Geometric Understanding of Deep Learning


May 31, 2018
Na Lei, Zhongxuan Luo, Shing-Tung Yau, David Xianfeng Gu


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A Geometric View of Optimal Transportation and Generative Model


Dec 19, 2017
Na Lei, Kehua Su, Li Cui, Shing-Tung Yau, David Xianfeng Gu


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