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Solving Image PDEs with a Shallow Network


Oct 15, 2021
Pascal Tom Getreuer, Peyman Milanfar, Xiyang Luo

* 21 pages, 22 figures, references arXiv:1802.06130, arXiv:1711.10700, arXiv:1606.01299 

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Deep 3D-to-2D Watermarking: Embedding Messages in 3D Meshes and Extracting Them from 2D Renderings


Apr 29, 2021
Innfarn Yoo, Huiwen Chang, Xiyang Luo, Ondrej Stava, Ce Liu, Peyman Milanfar, Feng Yang


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The Rate-Distortion-Accuracy Tradeoff: JPEG Case Study


Aug 03, 2020
Xiyang Luo, Hossein Talebi, Feng Yang, Michael Elad, Peyman Milanfar


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GIFnets: Differentiable GIF Encoding Framework


Jun 24, 2020
Innfarn Yoo, Xiyang Luo, Yilin Wang, Feng Yang, Peyman Milanfar

* The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 14473-14482 

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Better Compression with Deep Pre-Editing


Feb 01, 2020
Hossein Talebi, Damien Kelly, Xiyang Luo, Ignacio Garcia Dorado, Feng Yang, Peyman Milanfar, Michael Elad


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Distortion Agnostic Deep Watermarking


Jan 14, 2020
Xiyang Luo, Ruohan Zhan, Huiwen Chang, Feng Yang, Peyman Milanfar


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A Study on Graph-Structured Recurrent Neural Networks and Sparsification with Application to Epidemic Forecasting


Feb 13, 2019
Zhijian Li, Xiyang Luo, Bao Wang, Andrea L. Bertozzi, Jack Xin


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Laplacian Smoothing Gradient Descent


Oct 17, 2018
Stanley Osher, Bao Wang, Penghang Yin, Xiyang Luo, Minh Pham, Alex Lin

* 17 pages, 10 figures 

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Seq2Slate: Re-ranking and Slate Optimization with RNNs


Oct 04, 2018
Irwan Bello, Sayali Kulkarni, Sagar Jain, Craig Boutilier, Ed Chi, Elad Eban, Xiyang Luo, Alan Mackey, Ofer Meshi


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Deep Neural Nets with Interpolating Function as Output Activation


Jun 17, 2018
Bao Wang, Xiyang Luo, Zhen Li, Wei Zhu, Zuoqiang Shi, Stanley J. Osher

* 11 pages, 4 figures 

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Graph-Based Deep Modeling and Real Time Forecasting of Sparse Spatio-Temporal Data


Apr 02, 2018
Bao Wang, Xiyang Luo, Fangbo Zhang, Baichuan Yuan, Andrea L. Bertozzi, P. Jeffrey Brantingham

* 9 pages, 19 figures 

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Constrained Classification and Ranking via Quantiles


Feb 28, 2018
Alan Mackey, Xiyang Luo, Elad Eban


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Uncertainty quantification in graph-based classification of high dimensional data


Feb 08, 2018
Andrea L. Bertozzi, Xiyang Luo, Andrew M. Stuart, Konstantinos C. Zygalakis

* 33 pages, 14 figures 

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