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Variational (Gradient) Estimate of the Score Function in Energy-based Latent Variable Models

Oct 16, 2020
Fan Bao, Kun Xu, Chongxuan Li, Lanqing Hong, Jun Zhu, Bo Zhang


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Bi-level Score Matching for Learning Energy-based Latent Variable Models

Oct 16, 2020
Fan Bao, Chongxuan Li, Kun Xu, Hang Su, Jun Zhu, Bo Zhang


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Old Photo Restoration via Deep Latent Space Translation

Sep 14, 2020
Ziyu Wan, Bo Zhang, Dongdong Chen, Pan Zhang, Dong Chen, Jing Liao, Fang Wen

* 15 pages. arXiv admin note: substantial text overlap with arXiv:2004.09484 

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A Simple and General Graph Neural Network with Stochastic Message Passing

Sep 05, 2020
Ziwei Zhang, Chenhao Niu, Peng Cui, Bo Zhang, Wei Cui, Wenwu Zhu

* 17 pages 

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DARTS-: Robustly Stepping out of Performance Collapse Without Indicators

Sep 02, 2020
Xiangxiang Chu, Xiaoxing Wang, Bo Zhang, Shun Lu, Xiaolin Wei, Junchi Yan

* A very robust, efficient and indicator-free approach to address the collapse of differentiable architecture search. Point out some issues of indicator based methods 

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Deep Sketch-guided Cartoon Video Synthesis

Aug 10, 2020
Xiaoyu Li, Bo Zhang, Jing Liao, Pedro V. Sander

* 14 pages, 16 figures 

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Training Interpretable Convolutional Neural Networks by Differentiating Class-specific Filters

Jul 16, 2020
Haoyu Liang, Zhihao Ouyang, Yuyuan Zeng, Hang Su, Zihao He, Shu-Tao Xia, Jun Zhu, Bo Zhang

* 14pages (except appendix and reference), 9 figures, 3 tables 

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Noisy Differentiable Architecture Search

May 19, 2020
Xiangxiang Chu, Bo Zhang, Xudong Li

* Make use of noise to address collapse from excessive skip connections in DARTS 

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Bringing Old Photos Back to Life

Apr 20, 2020
Ziyu Wan, Bo Zhang, Dongdong Chen, Pan Zhang, Dong Chen, Jing Liao, Fang Wen

* CVPR 2020 Oral, project website: http://raywzy.com/Old_Photo/ 

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Cross-domain Correspondence Learning for Exemplar-based Image Translation

Apr 12, 2020
Pan Zhang, Bo Zhang, Dong Chen, Lu Yuan, Fang Wen

* CVPR 2020 
* Accepted as a CVPR 2020 oral paper 

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Automatic, Dynamic, and Nearly Optimal Learning Rate Specification by Local Quadratic Approximation

Apr 07, 2020
Yingqiu Zhu, Yu Chen, Danyang Huang, Bo Zhang, Hansheng Wang

* 10 pages, 5 figures 

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Perceptual Image Super-Resolution with Progressive Adversarial Network

Mar 19, 2020
Lone Wong, Deli Zhao, Shaohua Wan, Bo Zhang


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Domain-Specific Image Super-Resolution with Progressive Adversarial Network

Mar 10, 2020
Lone Wong, Deli Zhao, Shaohua Wan, Bo Zhang


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Performance Analysis and Optimization in Privacy-Preserving Federated Learning

Feb 29, 2020
Kang Wei, Jun Li, Ming Ding, Chuan Ma, Hang Su, Bo Zhang, H. Vincent Poor


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A Wasserstein Minimum Velocity Approach to Learning Unnormalized Models

Feb 18, 2020
Ziyu Wang, Shuyu Cheng, Yueru Li, Jun Zhu, Bo Zhang

* AISTATS 2020 

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MixPath: A Unified Approach for One-shot Neural Architecture Search

Jan 22, 2020
Xiangxiang Chu, Xudong Li, Yi Lu, Bo Zhang, Jixiang Li

* Bridge the gap between one shot NAS and multi branch using shadow BN. Model Ranking is good 

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Neural Architecture Search on Acoustic Scene Classification

Dec 30, 2019
Jixiang Li, Chuming Liang, Bo Zhang, Zhao Wang, Fei Xiang, Xiangxiang Chu


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Latent Variables on Spheres for Sampling and Spherical Inference

Dec 21, 2019
Deli Zhao, Jiapeng Zhu, Bo Zhang


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Triple Generative Adversarial Networks

Dec 20, 2019
Chongxuan Li, Kun Xu, Jiashuo Liu, Jun Zhu, Bo Zhang


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Realization of spatial sparseness by deep ReLU nets with massive data

Dec 16, 2019
Charles K. Chui, Shao-Bo Lin, Bo Zhang, Ding-Xuan Zhou

* 15pages, 4 figures 

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Automatic quality assessment for 2D fetal sonographic standard plane based on multi-task learning

Dec 11, 2019
Hong Luo, Han Liu, Kejun Li, Bo Zhang

* 14 pages, 10 figures, this paper is submitted to "Medical Image Analysis" 

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Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search

Nov 27, 2019
Xiangxiang Chu, Tianbao Zhou, Bo Zhang, Jixiang Li

* Dicussions about the root cause of the performance collapse from skip connections in DARTS plus a unified framework to alleviate it 

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DBSN: Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structures

Nov 22, 2019
Zhijie Deng, Yucen Luo, Jun Zhu, Bo Zhang


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In Vitro Fertilization (IVF) Cumulative Pregnancy Rate Prediction from Basic Patient Characteristics

Nov 10, 2019
Bo Zhang, Yuqi Cui, Meng Wang, Jingjing Li, Lei Jin, Dongrui Wu


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Regularized Adversarial Sampling and Deep Time-aware Attention for Click-Through Rate Prediction

Nov 03, 2019
Yikai Wang, Liang Zhang, Quanyu Dai, Fuchun Sun, Bo Zhang, Yang He, Weipeng Yan, Yongjun Bao

* CIKM 2019 Long Paper, 10 pages 

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Understanding and Stabilizing GANs' Training Dynamics with Control Theory

Sep 29, 2019
Kun Xu, Chongxuan Li, Huanshu Wei, Jun Zhu, Bo Zhang


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Pruning from Scratch

Sep 27, 2019
Yulong Wang, Xiaolu Zhang, Lingxi Xie, Jun Zhou, Hang Su, Bo Zhang, Xiaolin Hu

* 12 pages, 9 figures 

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